{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ts_code</th>\n",
       "      <th>symbol</th>\n",
       "      <th>name</th>\n",
       "      <th>area</th>\n",
       "      <th>industry</th>\n",
       "      <th>list_date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>1</td>\n",
       "      <td>平安银行</td>\n",
       "      <td>深圳</td>\n",
       "      <td>银行</td>\n",
       "      <td>19910403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>000002.SZ</td>\n",
       "      <td>2</td>\n",
       "      <td>万科A</td>\n",
       "      <td>深圳</td>\n",
       "      <td>全国地产</td>\n",
       "      <td>19910129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>000004.SZ</td>\n",
       "      <td>4</td>\n",
       "      <td>ST国华</td>\n",
       "      <td>深圳</td>\n",
       "      <td>软件服务</td>\n",
       "      <td>19910114</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>000005.SZ</td>\n",
       "      <td>5</td>\n",
       "      <td>ST星源</td>\n",
       "      <td>深圳</td>\n",
       "      <td>环境保护</td>\n",
       "      <td>19901210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>000006.SZ</td>\n",
       "      <td>6</td>\n",
       "      <td>深振业A</td>\n",
       "      <td>深圳</td>\n",
       "      <td>区域地产</td>\n",
       "      <td>19920427</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4840</th>\n",
       "      <td>688799.SH</td>\n",
       "      <td>688799</td>\n",
       "      <td>华纳药厂</td>\n",
       "      <td>湖南</td>\n",
       "      <td>化学制药</td>\n",
       "      <td>20210713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4841</th>\n",
       "      <td>688800.SH</td>\n",
       "      <td>688800</td>\n",
       "      <td>瑞可达</td>\n",
       "      <td>江苏</td>\n",
       "      <td>元器件</td>\n",
       "      <td>20210722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4842</th>\n",
       "      <td>688819.SH</td>\n",
       "      <td>688819</td>\n",
       "      <td>天能股份</td>\n",
       "      <td>浙江</td>\n",
       "      <td>电气设备</td>\n",
       "      <td>20210118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4843</th>\n",
       "      <td>688981.SH</td>\n",
       "      <td>688981</td>\n",
       "      <td>中芯国际</td>\n",
       "      <td>上海</td>\n",
       "      <td>半导体</td>\n",
       "      <td>20200716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4953</th>\n",
       "      <td>689009.SH</td>\n",
       "      <td>689009</td>\n",
       "      <td>九号公司-WD</td>\n",
       "      <td>北京</td>\n",
       "      <td>摩托车</td>\n",
       "      <td>20201029</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4836 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        ts_code  symbol     name area industry  list_date\n",
       "0     000001.SZ       1     平安银行   深圳       银行   19910403\n",
       "1     000002.SZ       2      万科A   深圳     全国地产   19910129\n",
       "2     000004.SZ       4     ST国华   深圳     软件服务   19910114\n",
       "3     000005.SZ       5     ST星源   深圳     环境保护   19901210\n",
       "4     000006.SZ       6     深振业A   深圳     区域地产   19920427\n",
       "...         ...     ...      ...  ...      ...        ...\n",
       "4840  688799.SH  688799     华纳药厂   湖南     化学制药   20210713\n",
       "4841  688800.SH  688800      瑞可达   江苏      元器件   20210722\n",
       "4842  688819.SH  688819     天能股份   浙江     电气设备   20210118\n",
       "4843  688981.SH  688981     中芯国际   上海      半导体   20200716\n",
       "4953  689009.SH  689009  九号公司-WD   北京      摩托车   20201029\n",
       "\n",
       "[4836 rows x 6 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_basic = pd.read_csv('https://gitee.com/zjgsu_ibs/jrxy_python_course/raw/master/BasicSession/stock_basic.csv', encoding='utf-8', index_col=0)\n",
    "df_basic.dropna(inplace=True)\n",
    "df_basic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 中文支持\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif'] = ['Songti SC']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "# 根据 area 做 groupby; 通过任一变量来数上市公司的个数; 排序, 找出前20个; 作图\n",
    "df_basic.groupby('area')['industry'].count().sort_values(ascending=False)[:20].plot.bar(figsize=[20,10],rot=80, xlabel='地区')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#df_basic.query('industry.str.contains(\"银行\")', na=False)\n",
    "plt.figure(figsize=(18,10))\n",
    "\n",
    "# 通过循环来完成做每一个子图\n",
    "for i,name in enumerate(['银行', '医疗', '电气', '软件']):\n",
    "    # 在 industry 里面找到关键词; 通过 area 进行分类; 通过任何一个变量进行计数 count ; 排序并找到前10; 作图 (注意是子图)\n",
    "    df_basic[df_basic['industry'].str.contains(name, na=False)].groupby('area')['name'].count().sort_values(ascending=False)[:10].plot.bar(xlabel='地区',ax=plt.subplot(i+221), title=name)\n",
    "    plt.xticks(rotation = 45)\n",
    "# 调整各个子图片的间距\n",
    "plt.subplots_adjust(wspace =0.2, hspace =0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Pcvrpp/Pkk08SGxtLcnJypETp0qVLZPRSnz59OOuss9i1axcrVqyILCz/+ymRv18wH9jnaoW/tW7dOpKSkvj000954YUX2Lx5M9deey1jx46lbdu2jBw5koceeoiRI0fSpEkTFixYQN26dSlfvvw+59rz9Rs+fDjHH398ZEH6xo0bR4qtO+64g969e3PTTTf96efm0ksvBcJFVGpqKn379gVg5syZrFu3jjvuuINrr70222OSkpIAOPbYY4G93wd/VnYBxMfHU6RIEerWrRsp8woVKsTzzz/PHXfcwYgRI9i4cWPk+IkTJ+5zjmLFirF27Vr+85//ULhwYSpXrsy5557LTTfdxP33388xxxzDJ598wiWXXEJycjIXXHABc+fOjXze9rcOnCRJCpZllyRJOiL2V+QAPPjggzz++ONccsklxMTEcNFFF/Hzzz/z5JNP0qJFC5o2bUrlypWpW7duAKkPzciRI7n22ms588wzI9v69evHzp07OeOMM3j88ccj208++WQ+//xz2rdvz9ixY7Ot63U4ChcuTM+ePXnrrbeYPn06EC6TPvroI9LS0nj55ZepWbMmrVu3plGjRmRkZETWmzqQ1q1bk5CQEFmE/eeff45MC90zHfGPphUmJyfz1VdfRQrQ22+/nXr16kXW55o3bx7r16/nyiuv5OKLL8722DVr1gBw0kknAXtHdsXHx//p5yIlJYWUlBTWrFlDrVq1AHjjjTeYMWMG7733Hv3796d8+fKR78s1a9bw7bffZjtHXFwcV199NT/99BNly5Zl27ZtPP7448yaNYuKFSty2223ceONN9KkSRPatWvH9OnT6dWrF0lJSdSpU+dPM0qSpNxn2SVJkg5o165djBgxguXLl//psd99911kwfHfSk9PZ+rUqZx22mlUqFAh275+/fqxZs0aqlWrdsQy56Q9C5bvkZWVRffu3SlZsiQDBgwgLi6OIUOGcPnll1OwYEGaNWvG8uXL/7C4efbZZyPTRg+0btZvlShRgs8//5yRI0fSunVrnnvuOR544AHKlClD2bJlad26NZUrVyY2Npa///3vFCxYkPbt2//hOT/88EOqVavG8uXLOfnkk6lXr17k6o533303H3zwQbaRd8nJyXz33XcMHjwYCK+7FhsbywsvvMCoUaMiV4y87777APjggw+49dZbSU9P3+eiAAsWLACIlGB7yq49Rdkf2bVrFwBNmjSJFFodO3Y84Ovd3/TcjIwMLrjggsjz7d69GwhfgfKDDz7go48+IjMzkylTpvD999/z5JNP8txzz/1pNkmSFBzLLkmSlE1KSgo9evTgu+++Y9y4cTRp0oRy5cqxatWqP3zc7Nmz9ym7MjIyePTRR1m0aBHDhw9n2LBh2fa3bt2a7t27c9ppp9G4cWN69+5NzZo1j/hr+q090yr3Z8uWLaxatSrblSj/SJ8+fViyZAlff/11JHfBggWpXbs2r7zyCldfffWfjlB66qmnIgv333333axevZpKlSr94WNKlCjBc889R1xcHGeffTbvvvsuaWlpdOrUicqVKwPQokULevXqRbt27SJTBH8vMzOTEiVK8NlnnxEfH8/WrVsBWLlyJa+99hoQLojKlClDo0aNIo9LSUnhuuuuIy0tjbJly/Lhhx/SvHnzbOcuUqTIPs+3v9FhkyZN4vjjj48s4r+nbDqYsmvPqLCtW7dmuxokwNdffx0ZbbbHnjLxt+ttxcXFMWnSpMj9gQMH0rJlSy688ELGjBkT2V6uXDk2bdoUWfBekiRFL8suSZKUTUJCAv369WPmzJm0bNmSvn37ZrvS4Z7CYv369aSnp1OwYEEmTZpEt27dOPvss7OVIv/9739ZtGgRHTp04PXXX99v2fHoo4+yatUqXn/9dS6++GIWLly433WsDtXu3bv55ptvsi0KD5CWlgaw3ymXRYsWZerUqbz//vsAVKlS5YDn37JlC0888QT//e9/ueyyyyLbL7/8ci655BKuueYannnmGZ566qn9Pr5u3brUqVMnUk4BvP3227z99tuR+wcq5mJiYnj//fcZPHgwt9xyC+vXrwf2TgWEvVcnHDBgABdccAF33HFHtnOEQiEKFizIGWecESl19kxj3LRpEyNGjADCV93cvHkzN910E5MmTaJo0aKULl2aa665hg0bNtC3b9/9lnMvv/wyn3zyCRBeZ2x/srKyGDhwIC+88ELke2PHjh1A9rJs06ZN+/18LF++nIoVK9KiRQv++c9/ZtvXvHnzfQq45557jhkzZhyw/AP44osvgPAIsT3S09Mja8uVK1fugI+VJEnRwbJLkiTt48knn+TNN9/kk08+IS4uLlvJsKfYWLZsGRUqVKBkyZIsX76crKws7rrrLmbNmgXATz/9xFNPPcWbb77JLbfcwqpVq0hOTmbFihX7PF+XLl14++23WbVqFRs3bqRq1aqH/Roef/xxXnvtNZ5++mm6du0a2X7xxRdTt25dLrzwwn0eEx8fT5s2bVi2bBnLly+PTMP7vUcffZR3332XQoUK8cMPPzB27FgyMjLIzMwkMzMzMuKoa9euNGnSJHJlw9+aMmXKfs+dnJzMiBEj2Lx5M5999hmwbzEXExNDgwYNOP3005k8eTLJycns2LGD66+/np9++omvv/6a+fPn07FjR9544w3uvPNOevbsySOPPMINN9xAgQIFiImJYcCAAdlGUO1ZoP7MM8/MduXF9PR0rrzySoYMGULr1q2B8NpYZcqUOeBFCh555JFIwbZnGuPvDRgwgMsvv5zmzZvz2WefMWvWLJYuXUp8fHy26Y49e/YE9pZxe0Zx/fTTTzz88MPcdNNNPPHEEwAsWbKElJSU/Ram999/P1dccQVz5sxhypQpnHPOOdn2f/nll3z66afcddddXHfddZHt3377LVlZWRx77LFHpIiVJEk5y7JLkiTt44YbbuCqq66KTMHbs45STEwMlSpV4rnnnqNXr16sX7+ebdu2UbhwYU466STeeOMNIDyS57333mPy5MnUrFkzsubRvffey+bNm4HsI2SOPfZY3njjDWJiYvZbdO3YsYOLL754n6sUpqWlRdb7+u3oMwhPxatWrRoffPABF198MY0bNwbgX//6V7bjfjulbU+Jsqc4OZCEhITIlL89o8BKlSrFOeecQ8OGDbnttttITEwkFAoxYcKE/ZZdB1KkSBHOO+88rrjiCmbOnAlAmTJl9jlu0aJF3HLLLZx44ol89tlnvP766zzzzDPcc889XHzxxXz//fcULFiQFStWMHjwYKZNm8bChQtJS0tjw4YNtGvXbp8SbX8L1ANs376dGTNm8M0335Cenk67du32e3VH2Ps53N/Irj2j6iC83taMGTN4/fXXKVCgADVq1KBt27aEQiEaNGgQOVe1atV48sknAdi4cSNly5aldOnSAKxevZonnniC+Ph4evfuzZVXXslzzz3H888/T9myZSlWrBixsbHs3LmTpKSkyBpftWvXjnxu9/joo4/o2LEjXbt2jYwSmzlzJp06dWL06NEANGzY8MBfOEmSFDViQn+0cIUkSRJw6aWXUqdOHbp167ZP4bQ/BxpZ06VLF3r37k2HDh149tlnDynDga72eLjWr1/P8ccfT926dRk1ahTHHHPMnz5m8uTJtGnThksuuYRzzz2Xhg0bcvLJJ2fLV79+fTZu3MioUaMiVwo8FO+//z4PP/wwzZs356WXXoqMqNu0aRPffvsta9eupVWrVpFpkD/99BOjR4+mVatWkTXAIPy1uP7662nWrFm2kWrbtm2jZMmSh5zrz1xxxRVMnDiRgQMHRqZ3DhgwgFtvvZX77rsvUjbOmDGDOnXqZBsZ1rRpU3bu3EmvXr2oU6cOW7dupWTJkvv9um/dupU1a9ZQu3btyLYffviBF154gblz57Jp0yaSk5P3OxW0W7dukUJz+PDhTJo0iSJFinDLLbfsM8Vx3bp11KxZk7POOov33nuPE0444fA/SZIkKUdZdkmSJOmIycjI2O/abEFJS0sjLS2N9PR0MjMzKVCgACVKlCA2NjboaJIkKYdYdkmSJEmSJCnf8L+0JEmSJEmSlG9YdkmSJEmSJCnfsOySJEmSJElSvmHZJUmSJEmSpHwjei6V8ztZWVmsWbOGYsWK5chlxiVJkiRJkpR3hEIhduzYQaVKlf7wyspRW3atWbOGqlWrBh1DkiRJkiRJUWTlypVUqVLlgPujtuwqVqwYEH4BxYsXDziNJEmSJEmSgpSUlETVqlUjndGBRG3ZtWfqYvHixS27JEmSJEmSBPCny125QL0kSZIkSZLyDcsuSZIkSZIk5RuWXZIkSZIkSco3LLskSZIkSZKUb1h2SZIkSZIkKd+w7JIkSZIkSVK+YdklSZIkSZKkfMOyS5IkSZIkSfmGZZckSZIkSZLyDcsuSZIkSZIk5RuWXZIkSZIkSco3LLskSZIkSZKUb1h2SZIkSZIkKd+w7JIkSZIkSVK+YdklSZIkSZKkfMOyS5IkSZIkSfmGZZckSZIkSZLyDcsuSZIkSZKkaPTjj/CPf0AoFHSSPCUu6ACSJEmSJEn6jVAI3n4bHngA0tOhTh24666gU+UZll2SJEmSJEk5rHrnYQd1XOG0FF4Y+Tot5o4DYPhJ5/LIr6XYeZCP/61lLyYe8mPyA8suSZIkSZKkKFBj80re/vIFTtq8goyYWF646FZ6n90CYmKCjpanWHZJkiRJkiQFrPm88XQf3oOiabtZX7Q0Ha9+lKlVTws6Vp5k2SVJkiRJkhSQuMwMuox9n9t/GgTA5Kqn8Y+rH2Nj0VIBJ8u7LLskSZIkSZICUGHHJt4Y1J2zV88F4O1zbuCVxm3JjC0QcLK8zbJLkiRJkiQplzVaPpP/DH6ZcsnbSCp0DJ0SH+TbExsGHStfsOySJEmSJEnKJTGhLDpM+ZyHv/+YAqEsfi1XnQ7XPs7yUpWCjpZvWHZJkiRJkiTlguIpO/n3sFe5bNGPAAw4rQn/bNqBlIIJASfLXyy7JEmSJEmSctip65fw9lf/otq2daQWKMhTl3Xgs9ObQkxM0NHyHcsuSZIkSZKknPTee3zxycMkZKSxskQFOrTowpyKNYNOlW9ZdkmSJEmSJOWE3buhY0d47z0SgNE1zuahxIfYXrhY0MnyNcsuSZIkSZKkI23JErj+epgxA2Jj6X7+zbzd8AZCMbFBJ8v3LLskSZIkSZKOpCFDoG1b2L4dypaFfv14a1Rq0KmOGtaJkiRJkiRJR0JGBjz+OFx9dbjoatQIpk+HJk2CTnZUcWSXJEmSJEnS4Vq/Hlq3hu++C9+/7z54+WWIjw8211HIskuSJEmSJOlwTJgAN94Ia9bAMcdA797QqlXQqY5aTmOUJEmSJEn6K0IheO01uOiicNF1yikwdapFV8Ac2SVJkiRJknSoduyA22+HAQPC92+6Cd55B4oWDTaXLLskSZIkSZIOyZw5cP31MH8+FCwI//43dOwIMTFBJxOWXZIkSZIkSQevb1+4805ITobKlcMjuxo1CjqVfsM1uyRJkiRJkv5Mamp49FabNuGiq0kTmD7doisKWXZJkiRJkiT9kRUroHFjePPN8P0nn4QRI6BcuWBzab+cxihJkiRJknQg33wDf/sbbN4MpUrBxx9DYmLQqfQHHNklSZIkSZL0e1lZ8OyzcPnl4aKrfn34+WeLrjzAkV2SJEmSJEm/tXkztG0Lw4eH7991F/ToAQkJwebSQbHskiRJkiRJ2mPqVLjhhvA6XQkJ8Pbb0L590Kl0CJzGKEmSJEmSFApBr15w/vnhoqtGDZg82aIrD7LskiRJkiRJR7dQCDp1gg4dIC0NWrSAn36CunWDTqa/wGmMkiRJkiQpX6needjBHxwK0XX0f7n15yEAvHhhe3qedD28OOGQnnPZiy5cHy0suyRJkiRJ0tEpFOLpUb1oP20oAI9d/g8+q9ss4FA6XJZdkiRJkiTp6BMK8ey3PWk3fRhZxPDYFf9gwOlNg06lI+AvrdmVlJTEySefzLJlywiFQnTu3JlbbrmFFi1aMGvWrMhxM2fOpEWLFtxyyy08/vjjhEKhIxZckiRJkiTpr4gJZfHct2//pui6z6IrHznkkV1ZWVm0bduW+fPnA/DGG28wY8YMRowYwcSJE0lMTGTRokVkZWWRmJjIwIEDadiwIU2bNqVnz57cfffdR/xFSJIkSZIkHYyYUBbdvnmLNjNGkEUMjzR/gM/rXBp0LB1Bhzyy68UXX6RmzZpAuPjq3r07F1xwAQANGzZk/fr19O3bl48//piNGzfSoEEDABo3bkz37t0d3SVJkiRJkgIRE8ri+ZFvRoquTokPWnTlQ4c0suuzzz6jdu3abN26FYBVq1axatUqypUrB0BsbCylS5dm5MiRFC5cmDJlyhAbG+7TypUrx7Jly1iwYAG1atXa59ypqamkpqZG7iclJf3lFyVJkiRJkvRbMaEsXhjxBjf98g2ZMbF0SnyQr2pfHHQs5YCDHtn1888/s3LlSq655prItkKFCgEQF7e3M4uPj2fLli2sXbt2n+0AW7Zs2e/5X3jhBUqUKBG5Va1a9dBeiSRJkiRJ0n7EhLJ4afh/IkXXg1c+ZNGVjx102fXUU0/RrVs3SpYsyT333AOEpy0CJCcnR45LS0ujcuXKVKxYcZ/tAJUrV97v+bt06cL27dsjt5UrVx76q5EkSZIkSfqN2KxMun/9H26cNYrMmFgeuLITg0+9KOhYykEHXXYNGzaMbdu2sW3bNt566y0AFi9eTJUqVVi7di0QXsNry5YtNGrUiEaNGrFt2zZSUlIA2LRpE1WrVqVKlSr7PX+hQoUoXrx4tpskSZIkSdJfFZuVycvDe9By9igyYmK5/6qHGXLqhUHHUg475AXqsz04NpYuXbowZswYAKZOnUrZsmVp27Yt7dq1o1KlSowbNw6A8ePH88gjj0TW8JIkSZIkScopsVmZvPL1a1w/ewwZMbHcd/WjDD2lcdCxlAsOaYH6/bnnnnvYuHEj7dq1IykpiaFDh5KQkADA6NGj6dSpE/3796d27dp07NjxsANLkiRJkiT9kQJZmfx72Ku0mDuO9NgC/OPqRxlR67ygYymXxIRCoVDQIfYnKSmJEiVKsH37dqc0SpIkSZKkg5ORwaDTm3DNr+Giq+PVjzGy1rk5/rTLXkz8w/3VOw/L8Qy/92eZ8pqD7YoOe2SXJEmSJElSVMjIgJtvjhRd917TmW9OahR0KuUyyy5JkiRJkpT3padDmzYwYABpsXHc26Iz357YMOhUCoBllyRJkiRJytvS0+Fvf4OBA6FgQe6+ujOja54TdCoFxLJLkiRJkiTlXenpcNNN8MUXEB8Pn3/O6PExQadSgGKDDiBJkiRJkvSXpKVBq1Z7i64vv4Qrrww6lQLmyC5JkiRJkpT3pKXBjTfCoEFQqBB89RVcfnnQqRQFLLskSZIkSVLekpoKLVvCkCHhomvQIGjWLOhUihKWXZIkSZIkKe9ITYUbboChQyEhIVx0NW0adCpFEcsuSZIkSZKUN6SkwPXXw9dfh4uuIUOgSZOgUynKWHZJkiRJkqTol5IC110Hw4dD4cLhouvSS4NOpShk2SVJkiRJkqJbSgq0aAEjR4aLrmHD4OKLg06lKBUbdABJkiRJkqQD2r0brrkmXHQVKRKewmjRpT/gyC5JkiRJkhSdkpPDRdeoUXDMMeGiq3HjoFMpyll2SZIkSZKk6JOcDFdfDaNHh4uu4cPhgguCTqU8wLJLkiRJkiRFl+RkuOoqGDMGihYNF13nnx90KuURll2SJEmSJCl67NoVLrq++w6KFYMRI+Dcc4NOpTzEskuSJEmSJEWHXbsgMRHGjQsXXSNHQqNGQadSHuPVGCVJkiRJUvB27oTmzcNFV/Hi8M03Fl36SxzZJUmSJEmSgrVjR7joGj8eSpQIF10NGgSdSnmUZZckSZIkSQrOjh1wxRUwYUK46Pr2Wzj77KBTKQ9zGqMkSZIkSQpGUhJcfnm46CpZEkaNsujSYXNklyRJkiRJyn3bt4eLrsmToVSp8IiuM88MOpXyAcsuSZIkSZKUu3bsgGbNYMqUcNE1ahTUrx90KuUTll2SJEmSJOkvq9552CEdXyArk3c+f45LlvzE1oRi3HzN08zpvxb6H/x5lr2YeKgxdRRxzS5JkiRJkpQ7QiG6jvovlyz5id1xhWjf8mnmVKgRdCrlM5ZdkiRJkiQpV9w+9SvaTR9GFjE8cFUnZlaqFXQk5UOWXZIkSZIkKcc1mz+RJ757D4DnL76NkSedG3Ai5VeWXZIkSZIkKUedsWY+PYa+QiwhPqqXSO+zWwQdSfmYZZckSZIkScoxVbat493PnyUhI40xJ5zFM03ugpiYoGMpH7PskiRJkiRJOaJ4yk4+GPA0ZZO3M6f8CXS85jEyYwsEHUv5nGWXJEmSJEk64gpmptPzy39Rc8sq1hQry203PEVyfOGgY+koYNklSZIkSZKOrFCIF0e8zrkrfmFHfGFuu6Er64uVDTqVjhKWXZIkSZIk6Yi6b+KnXD97DBkxsdx7TWfmlT8+6Eg6ilh2SZIkSZKkI6bFnO94aHwfAP7Z9B6+P+HMgBPpaGPZJUmSJEmSjohzVsyi+9c9AOh5zvX0O+PygBPpaGTZJUmSJEmSDluNzSv57xfdiM/KYGit83npwluCjqSjlGWXJEmSJEk6LGV2beP9AU9TInUXP1c6mU6JDxKKsXJQMPzOkyRJkiRJf1mh9FTe+eI5jtu+nuUlK3Ln9f8ktWChoGPpKGbZJUmSJEmS/pqsLP5v6L+pv2Y+2xKKcusNT7OlSImgU+koZ9klSZIkSZL+ms6dab5gIqkF4rjruidZUqZK0Ikkyy5JkiRJkvQX9OoFL78MwKNX3M+PVU8LOJAUZtklSZIkSZIOzYgRcO+9APz7/DYMqn1xwIGkveKCDiBJkiRJkvKQmTOhZUvIzIT27Xm9/PVBJ5KycWSXJEmSJEk6OKtWQWIi7NwJl1wSnsoYExN0Kikbyy5JkiRJkvTnduyAK6+E1avhlFPg888hPj7oVNI+LLskSZIkSdIfy8iAVq3CUxjLl4evv4aSJYNOJe2XZZckSZIkSTqwUAjuuw+GD4fChWHIEKhePehU0gFZdkmSJEmSpAN79VV4++3w2lx9+kCDBkEnkv6QZZckSZIkSdq/zz+HRx4Jf/zvf8O11wabRzoIll2SJEmSJGlfU6bAzTeHpzHeey888EDQiaSDYtklSZIkSZKyW7IErroKUlIgMRFeey08jVHKAyy7JEmSJEnSXlu3hguujRuhXj349FOIiws6lXTQLLskSZIkSVJYWhpcdx3MmwdVqsDQoVC0aNCppENi2SVJkiRJksJrc91xB4wdC8WKwbBhUKlS0KmkQ2bZJUmSJEmS4Nln4eOPoUABGDAATj896ETSX2LZJUmSJEnS0e7jj+Hpp8Mfv/UWNGsWaBzpcFh2SZIkSZJ0NBs7Fm6/PfzxY4/BXXcFGkc6XJZdkiRJkiQdrX79Fa69FtLT4cYb4V//CjqRdNgsuyRJkiRJOhpt2ACJibBtGzRqBB98ALHWBMr7/C6WJEmSJOlos3s3XH01LF0KJ5wAgwZB4cJBp5KOCMsuSZIkSZKOJllZ0LYtTJkCpUrB119DuXJBp5KOGMsuSZIkSZKOJo89Bp9/DvHx8NVXUKtW0ImkI8qyS5IkSZKko0XPnvDKK+GP33sPGjcONo+UAyy7JEmSJEk6GgwfDvfeG/742WehTZtg80g5xLJLkiRJkqT8buZMuPHG8Hpd7dvDk08GnUjKMZZdkiRJkiTlZ999B02awM6dcMkl0KsXxMQEnUrKMXFBB5AkSZIkSQeneudhB39wKMRtPw3m8e96ExfK4peKNbm5zl0kPfXtIT/vshcTD/kxUlAsuyRJkiRJymcS0lP418g3uW7OdwB8UftiujTrSGrBQgEnk3KeZZckSZIkSflI5e0b6PXl85y2fjEZMbE8f8ntvH/m1U5d1FHDskuSJEmSpHyi0fKZvDnoJUrvTmJz4eJ0vKYzk6qdHnQsKVdZdkmSJEmSlNeFQtz+0yC6fPcecaEsZlWowd+ve4I1xcsHnUzKdZZdkiRJkiTlYQnpKbww4g2unTsWgM9rX8zjrs+lo5hllyRJkiRJeVSV7evp9cXz1N6whIyYWLpdcgcfnHmV63PpqGbZJUmSJElSHvT79bnubdGZyce5Ppdk2SVJkiRJUl4SCnH71K94fOz7FAhl8UvFmnS49nHX55L+x7JLkiRJkqQ8Yp/1uU67hMeb3uv6XNJvWHZJkiRJkpQXLFvG55886vpc0p+w7JIkSZIkKdqNHg2tWlF782Y2FSnBvdd0ZspxdYJOJUWl2KADSJIkSZKkAwiF4NVXoWlT2LyZXyrW5Opb/s+iS/oDjuySJEmSJCkaJSfDnXdC377h++3a0bLsNa7PJf0JR3ZJkiRJkhRtli6F884LF10FCsB//gMffGDRJR0ER3ZJkiRJkhRNRo2CVq1gyxYoVw4GDIALLww6lZRnOLJLkiRJkqRoEArBv/8NzZqFi66zzoKff7bokg6RZZckSZIkSUFLToY2beDhhyErC265Bb7/HqpWDTqZlOc4jVGSJEmSpCAtXQrXXgszZ0JcHPzf/8G990JMTNDJpDzJskuSJEmSpKD8fn2ugQOhceOgU0l5mtMYJUmSJEnKbaEQvPLKvutzWXRJh82yS5IkSZKk3LRnfa5HHgmvz9W+Pfzwg+tzSUeI0xglSZIkScotv1+f67XX4J57XJ9LOoIsuyRJkiRJyg3ffgs33RSetli+PAwY4LRFKQc4jVGSJEmSpJwUCsHLL8Pll4eLrrPPhp9+suiScsghl11Llizh/PPPp0iRIjRp0oRt27YRCoXo3Lkzt9xyCy1atGDWrFmR42fOnEmLFi245ZZbePzxxwmFQkf0BUiSJEmSFLV27YK//Q0efXTv+lzff+/6XFIOOuRpjB9++CGvvfYa06ZN4+9//ztjx45l5cqVzJgxgxEjRjBx4kQSExNZtGgRWVlZJCYmMnDgQBo2bEjTpk3p2bMnd999d068FkmSJEmSosfSpdCiBfzyS3h9rh494O67XZ9LymGHXHY99NBDlChRgipVqvCf//yHSy65hNq1a9OhQwcAGjZsyPr16+nbty/p6els3LiRBg0aANC4cWO6d+9Ohw4diPEvtyRJkiQpv/r9+lwDB8IFFwSdSjoqHHLZVaJECTZt2sQdd9zBo48+yrZt21i1ahXlypUDIDY2ltKlSzNy5EgKFy5MmTJliI0Nz5YsV64cy5YtY8GCBdSqVSvbeVNTU0lNTY3cT0pKOpzXJUmSJElS7snIgOnTYexYGDcOhg8PT1s8+2z44guoUiXohNJR45DLrh07dvDSSy9Ru3Zt7r777siorbi4vaeKj49ny5YtxMbG7rMdYMuWLfuc94UXXuCZZ5455BcgSZIkSVJOqd552H63x2VmcNr6xTRcMYtzVs7irFVzKZa2O9sx/es04Z+N7yH1jZnAzIN+zmUvJh5OZOmod8hlV7FixXj55ZeBcHnVrVs3AJKTkyPHpKWlUblyZUKhEFOnTs22HaBy5cr7nLdLly489NBDkftJSUlUdcE+SZIkSVIUiMvM4PR1C/9Xbs3mrFVzOSY9Jdsx2wsdw49VT2PycXWYWO10fi1/QkBppaPbIZddv3XsscdSsGBBSpQowdq1awHIyspiy5YtNGrUiFAoxMcff0xKSgoJCQls2rSJqlWrUmU/wzcLFSpEoUKFDieOJEmSJElHRloaTJ3KvRM/C5dbq+dSJD012yFbE4rxY9XaTD6uDlOq1mFeuWpkxRYIKLCkPQ6p7JozZw7jxo3jnnvuAWDs2LE8+OCDVKtWjY8//hiAqVOnUrZsWdq2bQtAt27dGDduHM2aNWP8+PE88sgjkTW8JEmSJEmKCqmp8OOPe9fcmjgRdu/mkd8csqVwcab8b+TWlKqnMb9cNUIx/n4rRZtDKrsyMjJ4/fXXmTx5MqeccgqNGjXivvvuo0CBAmzcuJF27dqRlJTE0KFDSUhIAGD06NF06tSJ/v37U7t2bTp27JgjL0SSJEmSpIOWkgJTpuwttyZNCm/7rXLlGFb6pEi5tbDscZZbUh5wSGVX3bp1+fXXX/e7r2vXrvvdfuKJJzJ48OBDTyZJkiRJ0pGyezdMnry33Jo8OTya67fKl4eLLgrfLrwQTjmFe7t8HUBYSYfjsNbskiRJkiQpKiUnh0dr7Sm3pkwJr8P1WxUr7i22LroIatWCmJgAwko6kiy7JEmSJEl5365d4XW29pRbP/4I6enZj6lUKXu5deKJlltSPmTZJUmSJEnKu378ER59FCZMgIyM7PuqVMlebtWoYbklHQUsuyRJkiRJUaF652EHfWyhjDQeHN+HO3/8kgKhLABWFS/HlOPqMLnqaUw+7nRWlqgQLrcWAYvmA/P3Oc+yFxOPUHpJ0cKyS5IkSZKUp9Rf/Ssvf92DGltWAfDVqRfy7wvasrJkxYCTSYoGll2SJEmSpDwhIT2FTj98wu1TBxFLiA3HlOKJZvfy7YkNg44mKYpYdkmSJEmSot7ZK2fTfXgPjt+6FoDPT7uEZy+5k+2FiwWcTFK0seySJEmSJEWtwmkpPPr9h9zy81BiCbGuaGm6XP4PvqtxdtDRJEUpyy5JkiRJUlRquOIXXhr+H6ptWwfAZ3Uu4/lLbicpoWjAySRFM8suSZIkSVJUKZK2m85jP6Dd9PDVGdcUK0uXy//BuBPODDiZpLzAskuSJEmSFDXOXTaD7sP/Q5WkDQD0rXs5/7r4NnYWKhJwMkl5hWWXJEmSJCl4SUn8a8Qb/G3mCABWFS/PY1fcx4TqZwSbS1KeY9klSZIkSQrWN9/AHXfwt5UrAfioXiIvXXgLuxzNJekvsOySJEmSJAVj+3bo1Al69wZgRYkKPHbF/UyqdnrAwSTlZZZdkiRJkqTc9/XXcNddsHp1+P5999GsQGN2xycEm0tSnhcbdABJkiRJ0lFk61Zo3x4SE8NFV82a8P330KOHRZekI8KyS5IkSZKUOwYPhtq14cMPISYGHnoIZs6ECy4IOpmkfMRpjJIkSZKknLV5M9x/P/TpE75fqxa89x6ce26wuSTlS47skiRJkiTlnC++CI/m6tMHYmPh0Udh+nSLLkk5xpFdkiRJkqQjb+NG+Mc/4LPPwvdPPTU8muucc4LNJSnfc2SXJEmSJOnIGjAgPJrrs8+gQAF4/HGYNs2iS1KucGSXJEmSJOnIWL8e7r0XPv88fP+00+CDD+DMMwONJeno4sguSZIkSdLhCYWgX7/waK7PP4e4OHjqKfj5Z4suSbnOkV2SJEmSpL9u7Vq4+24YNCh8v27d8GiuM84IMpWko5gjuyRJkiRJhy4Ugo8/Do/mGjQIChaEZ56BqVMtuiQFypFdkiRJkqRDs3o1dOgAQ4eG79evD++/D6efHmwuScKRXZIkSZKkg5WSAm+/HR7NNXQoxMfD88/D5MkWXZKihiO7JEmSJEl/bP16eOutcNG1cWN429lnh0dz1a4dbDZJ+h3LLkmSJEk6ClXvPOxPjzl5w1JunzqIq38dS6HMDABWFS/Hu2dfy8f1E8n8eBmw7JCed9mLiYceVpIOgWWXJEmSJCkiJpTFxYt/4vafvuK85b9Etv9c6WR6n92CkSc1IjO2QIAJJemPWXZJkiRJkiiclsL1s0dz68+DqbFlNQAZMbEMr3Uevc9uwYxKtQJOKEkHx7JLkiRJko5ixyZt5JZpQ2k9YwQlUncBkFToGPrWbcZHZ17JmuLlA04oSYfGskuSJEmSjkJ118zn9p8G0XzeeOJCWQAsLXUs7595NQPrNCE5vnDACSXpr7HskiRJkqSjRUYGfPUV/N//MWjixMjmicedTu+zr2FMjbMJxcQGl0+SjgDLLkmSJEnK77Zvh9694T//geXLAUiLjWPwqRfy3lnXMLfCCQEHlKQjx7JLkiRJkvKrJUvCBVfv3rBzZ3hb2bJw992ct+UkNhYtFWw+ScoBll2SJEmSlJ+EQvDDD/B//weDBoXvA9SuDQ88AG3aQOHCbOw8LNCYkpRTLLskSZIkKT9IS4P+/cMl17Rpe7dffjk8+CBcdhnExASXT5JyiWWXJEmSJOVlmzdDr17w5puwZk14W+HC0K4d3H8/nHJKsPkkKZdZdkmSJElSXjRvHrz2Gnz0EezeHd527LHQsSP8/e9Qpkyg8SQpKJZdkiRJkpRXhEIwalR4quLw4Xu3168fnqp4440QHx9cPkmKApZdkiRJkhTtdu+GPn3CI7nmzAlvi4mBa64Jl1wXXOB6XJL0P5ZdkiRJkhStNm+GHj3g7bdh06bwtqJF4bbb4L77oEaNYPNJUhSy7JIkSZKkaPT999C69d5F56tVCxdct98OJUoEm02SophllyRJkiTlguqdhx3UcbFZmdwzeQAPju9LgVAWi0tX4ZULbuabkxqRuaEAvDD+oJ9z2YuJfzWuJOVZll2SJEmSFCXK7dzK/w19hfOXzwRg4GmX8s/L7mZ3fELAySQp77DskiRJkqQocO6yGfQY+grldm0juWAh/nnZPXxe59KgY0lSnmPZJUmSJEkBKpCVyX0T+vGPiZ8RS4h5Zatx7zWdWVy2atDRJClPsuySJEmSpIBU2LGJ/wx5hXNWzgagb91mPHPpXaQWLBRwMknKuyy7JEmSJCkAFy75mVeH/psyu5PYGV+Yx5t1ZPCpFwYdS5LyPMsuSZIkScpFcZkZdPrhE+6eMhCAOeVP4N5rHmNZ6coBJ5Ok/MGyS5IkSZJySaWkDfxn8MuctfpXAD6sn8i/Lr6d1Lj4gJNJUv5h2SVJkiRJuaDJwim88vX/UTJlJ0nxRXjsivsYfvL5QceSpHzHskuSJEmSclJaGnTuzLtf/B8AMyueSMdrHmNlyYoBB5Ok/MmyS5IkSZJyytKl0KoVTJ0KQO+zruHFi9qTXqBgwMEkKf+y7JIkSZKknPD553D77bB9O5QqxR0Xd2TUiecEnUqS8r3YoANIkiRJUr6SkgIdO8INN4SLrkaNYPp0iy5JyiWWXZIkSZJ0pCxcCOeeC2++Gb7/6KMwbhxUqxZsLkk6ijiNUZIkSZKOhH794K67YOdOKFsWPvoIrrgi6FSSdNRxZJckSZIkHY7du8Ml19/+Fi66LrgAZsyw6JKkgFh2SZIkSdJf9euv0KABvPMOxMTAk0/CmDFQuXLQySTpqOU0RkmSJEn6Kz78EO65B5KToUIF+OQTaNIk6FSSdNSz7JIkSZKkQ7FrF9x7b7jsArjkEujTBypWDDaXJAlwGqMkSZIkHbxZs+Css8JFV2wsPPssfPONRZckRRFHdkmSJEnSnwmFoHdv+Mc/ICUFKlWCvn3hwguDTiZJ+h3LLkmSJEn6Izt2wN//Dv36he9ffjl89BGUKxdsLknSfjmNUZIkSZIOZPp0qF8/XHQVKAAvvgjDhll0SVIUc2SXJEmSJP1eKARvvw0PPghpaVC1Knz6KZx7btDJJEl/wrJLkiRJkn5r2za4804YODB8/6qr4P33oUyZQGNJkg6O0xglSZIkaY+pU8PTFgcOhIIF4dVXYdAgiy5JykMc2SVJkiTp6BYKwcSJ8NZb0L8/ZGRA9erw2WfQoEHQ6SRJh8iyS5IkSVK+U73zsD89pkjablrMHUvbacM4ZeOyyPavTzqXzlfcR9IXG+GLPz/PHsteTPwrUSVJR5hllyRJkqSjSs1NK7h5+tdcP3s0xdJ2A7A7rhCDTr2QT+o1Z3bFmgEnlCQdDssuSZIkSflewcx0mi6YTNvpw2i4cnZk+5JSlfikXiID61xKUkLRABNKko4Uyy5JkiRJ+VbFpE20njmC1jNHUn7XVgAyY2L59sRz+LheIhOrnU4oxut2SVJ+YtklSZIkKX/JyuK8ZTNoO30YTRZOIS6UBcCGY0rRr+7l9KvbjHXFywYcUpKUUyy7JEmSJOUPW7fCBx/A22/TZ+HCyOZJx9Xh43qJfHNiQzIK+CuQJOV3vtNLkiRJytt+/hneegv69YPd4QXnd8QX5vPTLuWTes1ZVPa4gANKknKTZZckSZKkvGf3bujfP1xy/fjj3u2nnw733MM588uQHF84uHySpMBYdkmSJEnKOxYtgp494f33YcuW8Lb4eGjZEu65Bxo1gpgYkjsPCzanJCkwll2SJEmSoltmJgwbFh7FNXLk3u3VqkGHDnDbbVC+fHD5JElRxbJLkiRJUnRavx5694ZevWDFivC2mBi4/PLwKK4rroACBYLNKEmKOpZdkiRJkqJHKATjx8Pbb8PAgZCeHt5epgzcfjv8/e9wwgnBZpQkRTXLLkmSJEnB27EDPvkkPFVx9uy92xs2DI/iatkSEhKCyydJyjMsuyRJkiQFZ/bs8Ciujz6CnTvD2woXhjZt4O67oX79YPNJkvIcyy5JkiRJuW/aNHjkERgzZu+2WrXCo7jatYOSJQOLJknK2yy7JEmSJB2W6p2HHfSxZXZt4+HvP6LVL98SS4iMmFi+ObEhH9dPZNJxp8OaGHhxwkGda9mLiX81siQpH7PskiRJkpTjCmam0+7nodw/oR/F05IBGHTKhXS/8BZWlygfcDpJUn5i2SVJkiQpR120eCr/HPMuNbasBmBWhRo80+QufqpSO+BkkqT8yLJLkiRJUo44YfMqnhzzLpcs+QmAjUVK8nLjdgyscylZsQUCTidJyq8suyRJkiQdUcVTdvKPiZ/S/uchFMzKJC02jvfPupo3zm3FjkLHBB1PkpTPxR7KwSNHjuTUU0+laNGiJCYmsnHjRkKhEJ07d+aWW26hRYsWzJo1K3L8zJkzadGiBbfccguPP/44oVDoiL8ASZIkSdEhNiuTm2aMYMw7f+fOqV9RMCuT0TXOptntb/LCxbdZdEmScsVBj+xav349H3zwAV9++SXz5s3jxhtvpGvXrpxyyinMmDGDESNGMHHiRBITE1m0aBFZWVkkJiYycOBAGjZsSNOmTenZsyd33313Tr4eSZIkSQE4e+Vsuo5+h9PWLwZgcekqPHfJHYytcVbAySRJR5uDLrtmzpzJK6+8QuXKlalVqxb16tVj7dq1DBkyhA4dOgDQsGFD1q9fT9++fUlPT2fjxo00aNAAgMaNG9O9e3c6dOhATExMzrwaSZIkSblrxQpeH/QSV837AYCkQsfw2nl/46P6iWQUcNUUSVLuO+h/fZo2bRr5OCMjgxUrVnDPPffw1VdfUa5cOQBiY2MpXbo0I0eOpHDhwpQpU4bY2PBMyXLlyrFs2TIWLFhArVq19jl/amoqqampkftJSUl/+UVJkiRJymHJydC9O7z0ElelpJBFDJ/WbcYrjduypUiJoNNJko5if+m/Wrp160bLli0jpVVc3N7TxMfHs2XLFmJjY/fZDrBly5b9nvOFF17gmWee+StxJEmSJOWWUAg++wwefRRWrgRgStXTeObSu5hb4YSAw0mSdIgL1AN8+OGHFCtWjB49elCxYkUAkpOTI/vT0tKoXLkyFStW3Gc7QOXKlfd73i5durB9+/bIbeX//uGUJEmSFCWmTYPGjaF163DRddxx0L8/rVq/YNElSYoah1R2DR48mMKFC9OpUycAxo8fT8WKFVm7di0AWVlZbNmyhUaNGtGoUSO2bdtGSkoKAJs2baJq1apUqVJlv+cuVKgQxYsXz3aTJEmSFAU2bIA774SzzoLx46FwYXj2WZg3D1q2BNfklSRFkYMuu1avXk337t3ZsGEDb7zxBq+99hrPPfcc//znPxkzZgwAU6dOpWzZsrRt25Z27dpRqVIlxo0bB4SLsUceeSSyhpckSZKkKJeWBq++CieeCO++G57C2Lo1zJ8P//xnuPSSJCnKHPSaXX379mXChAlMmDAhsq1q1arcc889bNy4kXbt2pGUlMTQoUNJSEgAYPTo0XTq1In+/ftTu3ZtOnbseORfgSRJkqQj7+uv4cEHYcGC8P369aFHDzj//GBzSZL0Jw667HrkkUd45JFH9ruva9eu+91+4oknMnjw4L+WTJIkSVLumzcPHnoIhg8P3y9fHl54Adq3B2dpSJLyAP+1kiRJkgTbtkGnTlCnTrjoKlgQHn4YFi6E226z6JIk5RkHPbJLkiRJUj6UmQnvvQdPPAEbN4a3XXkl/PvfcNJJwWaTJOkvsOySJEmSjlbffw/33w8zZoTvn3wy/N//weWXBxpLkqTD4VhkSZIk6WizYgW0agUXXhguukqUgNdeg19+seiSJOV5juySJEmSjhbJydC9O7z0EqSkQEwM3HUXPPcclCsXdDpJko4Iyy5JkiTpaPDFF/DAA7ByZfh+48bQoweccUaQqSRJOuIsuyRJkqQ8pnrnYQd9bJld23jm255cOX88AKuKl+f5i29jeK3z4NPV4dtBWPZi4l/KKklSbrPskiRJkvKjUIgr5/3AM9/2pMzuJDJiYunZ8AZeb9SK1IKFgk4nSVKOseySJEmS8plyO7fy3LdvcfmCSQD8Wq46Dzd/gDkVawacTJKknGfZJUmSJOUXoRDXzB3L06P+S6mUHaTHFuCNRq14q1FL0gsUDDqdJEm5wrJLkiRJygfK79jM89+8yWWLfgRgdoUaPNL8fn4tf0LAySRJyl2WXZIkSVJeFgpx/ewxPDX6v5RI3UVabBz/Oe8mep5zAxkF/HFfknT08V8/SZIkKY+qmLSJF0a+zsVLfgZgZsUTeaT5/SwoVz3YYJIkBciyS5IkScprQiFu/OVbnhzzLsXTkkktEMdr57fhvw2uIzO2QNDpJEkKlGWXJEmSlJesWMFH/Z+i8bLpAEw/thYPN3+AxWWrBhxMkqToYNklSZIk5QWhEPz3v/DwwzTeuZOUuHj+ff7N9D77GrIczSVJUoRllyRJkhTtli6FO+6AMWMAmFr5VB5tfj9LS1cOOJgkSdHHskuSJEmKVllZ8Pbb8NhjsGsXFC4M//oXrdac4GguSZIOIDboAJIkSZL2Y/FiuOQS6NgxXHQ1bgy//AIPPGDRJUnSH7DskiRJkqJJVhb06AF16sC4cXDMMfD66/Ddd1CzZtDpJEmKek5jlCRJkqLFggVw220wYUL4/sUXQ+/ecPzxweaSJCkPcWSXJEmSFLTMTPj3v6Fu3XDRVbRoeK2uUaMsuiRJOkSO7JIkSZKCNG8e3HorTJ4cvn/ZZfDOO1CtWrC5JEnKoxzZJUmSJAUhIwNeegnOOCNcdBUvHi65Ro606JIk6TA4skuSJEnKbXPmhEdzTZ0avn/FFdCrF1StGmwuSZLyAUd2SZIkSbklPR2efx7q1w8XXSVKwPvvw7BhFl2SJB0hjuySJEmScsMvv4RHc02bFr5/5ZXh0VyVKgWbS5KkfMaRXZIkSVJOSkuDZ56Bs84KF12lSsHHH8PgwRZdkiTlAEd2SZIkSTll+vTwaK6ZM8P3W7SAt9+GihUDjSVJUn7myC5JkiTpSEtPh6eeggYNwkVXmTLQrx988YVFlyRJOcyRXZIkSdKRlJICN9wQXnQeoGVLeOMNKF8+2FySJB0lLLskSZKkP1C987CDPrZwWgr//aIbFyyfwe64Qjzc/AGGnXABvDr1kJ5z2YuJhxpTkiT9j2WXJEmSdAQck5rMewOf4ZxVc9gZX5jbr3+KKcfVCTqWJElHHcsuSZIk6TAVT9nJBwO6Un/NfJIKHUP7lk8zrfIpQceSJOmoZNklSZIkHYZSydv5uP9TnLZ+MVsTinFzq+eYU7Fm0LEkSTpqWXZJkiRJf1HZXVv55NMnOXnTcjYWKcnNN3VjfrnqQceSJOmoZtklSZIk/QUVkzbR57MnqLFlNeuKlqbNTc+zuEzVoGNJknTUs+ySJEmSDlGV7evp2+9xjtu+nlXFy/G3m/7FilLHBh1LkiRh2SVJkiQdkupbVtPn0yepvGMjy0oey99aP8+a4uWDjiVJkv7HskuSJEk6SDU3raDPZ09SYecWFpWuwt9uep4NxcoEHUuSJP2GZZckSZJ0EE7ZsIRPPn2SMruT+LVcdW5u1Y3Nx5QMOpYkSfodyy5JkiTpT5y+dgEf9X+Kkik7+aViTdre+BzbCxcLOpYkSdqP2KADSJIkSdHszFVz6fPpE5RM2clPlU+hzU3PW3RJkhTFHNklSZIkHch33/FR/6c4Jj2FScfV4fbrnyI5vnDQqSRJ0h9wZJckSZK0PyNGQPPmHJOewvfV63HrDV0tuiRJygMc2SVJkiT93qBB0LIlpKfzbc1zuPeazqTFFQw6lSRJOgiWXZIkSdJv9e8PbdpARga0bMnd1dqQUcAfmyVJyiucxihJkiTt8dFH0Lp1uOhq2xb69rXokiQpj7HskiRJkgD++1+45RbIyoI774QPPoA4iy5JkvIayy5JkiSpRw/4+9/DH//jH9CrF8T6o7IkSXmR/4JLkiTp6Pbii/DAA+GPH300XHzFxAQaSZIk/XWWXZIkSTo6hULw9NPQpUv4fteu4eLLokuSpDzNRQgkSZJ09AmFoHNn6N49fP/FF+Gxx4LNJEmSjgjLLkmSJB1dsrLC0xZffz18/7XX4P77g0wkSZKOIMsuSZIkHT0yM6FDB3j33fB0xZ494a67gk4lSZKOIMsuSZIkHR0yMuDWW+GTT8JXWnz/fWjXLuhUkiTpCLPskiRJUv6Xng5t2sCAAVCgAPTpA61aBZ1KkiTlAMsuSZIk5W8pKXDjjTBkCMTHQ//+cM01QaeSJEk5xLJLkiRJ+VdyMlx7LXzzDSQkwJdfwuWXB51KkiTlIMsuSZIk5U87dsDVV8PYsVCkSHhk1yWXBJ1KkiTlMMsuSZIk5T/bt8MVV8CkSVCsGAwfDuedF3QqSZKUCyy7JEmSlL9s3gzNmsHPP0OpUjByJJx9dtCpJElSLrHskiRJUv6xYQM0aQKzZkHZsjBqFNStG3QqSZKUiyy7JEmSlD+sXh0uuubNg4oVYfRoOPXUoFNJkqRcZtklSZKkvG/5crj0Uli8GKpWDRddJ54YdCpJkhSA2KADSJIkSX/Zpk3QvTs0ahQuuo4/Hr7/3qJLkqSjmCO7JEmSFDWqdx725weFQtRbM5+bpw/jynnjKZSZDsDi0lVoc3lX1vWcA8w5pOdd9mLiX0grSZKikWWXJEmS8oTCaSlcM3csbad/Te0NSyLbZ1WowUf1ExlySmNSCiYEmFCSJEUDyy5JkiRFtRqbV3Lz9K+5fvYYiqfuAiC1QEGGnNKYj+s1Z+axJ0FMTMApJUlStLDskiRJUtSJy8ygyaIptJ0+jPOW/xLZvqzksXxS7woG1mnCtsLFA0woSZKilWWXJEmSokaFHZtoPXMkN80cScWdWwDIjIllTI2z+bhec344vh6hGK+xJEmSDsyyS5IkScEKheC77+Ctt5jwxZfEhbIA2FikJJ/WbUa/M5qxpnj5gENKkqS8wrJLkiRJwdi2DT76CN5+G+bNA8I/nE6pUptP6jVnRK1zSS9QMNCIkiQp77HskiRJUu6aPj1ccPXpA8nJ4W1Fi0LbtjRLrc38ctUDjSdJkvI2yy5JkiTlvJQUGDAA3noLJk/eu712bbj3Xrj5ZihWjPmdhwWXUZIk5QuWXZIkSco5S5ZAr17Quzds3hzeVrAgXH893HMPnH8+xMQEm1GSJOUrll2SJEk6sjIzYcSI8Ciu4cPDC9ADVK0KHTrA7bdDhQrBZpQkSfmWZZckSZKOjI0bwyO4evaE5cv3bm/WLDyKq3lziPPHT0mSlLP8aUOSJEl/XSgEkyaFR3ENGABpaeHtpUrBbbeFR3LVrBlsRkmSdFSx7JIkSdKh27kT+vYNl1wzZ+7d3qAB3H03tGoFhQsHl0+SJB21LLskSZK0f8nJsHo1rFoFK1eG/9zz8fffQ1JS+LiEBPjb38Il11lnBZtZkiQd9Sy7JEmSjka7dnHJA59QcccmKu3YRMUdmzh2xyYq7thMpaSNVNyxmVIpO/7wFEtKVaJPveYMPO1SthcuBgPXw8Bhf/rUy15MPFKvQpIkaR+WXZIkSfnNjh37jsb67aisVatg2zbGHMSpdhVMYG2xsqwtVpZ1xcqytlgZ1hUvy8IyVfmpyqmEYmJz/OVIkiQdCssuSZKkvCIUCk8d3F+R9dv7e6YX/okd8YVZW6wc64qViZRZa4r/ptQqVpakQsdATEwOvzBJkqQjx7JLkiQpWi1bBgMHwrffwooV4SJr586De2zJklClSvZb1arZ7tf51w85mV6SJCkQll2SJEm5pHrnP1/Pquq2dTSfP57m8yZQd93C/R6zNaHYAUZjlWVdsTKsK1qGXYWKAK6PJUmSjj6WXZIkSQGrtnUNzedPoPm88dRZvziyPTMmlilVT2PESY1YWPa4yPTClIIJAaaVJEmKbpZdkiRJATh+y2qumD+BxHnjqb1hSWR7Zkwsk46rw9cnn883JzZk0zGlAkwpSZKU91h2SZIk5ZIam1dGCq5TNi6LbM+IiWVitbp8Xes8vjmpEVuKlAgupCRJUh5n2SVJkpST5s4NLzI/YACjZ8+ObE6PLcDEanUZVut8vj3xHLZacEmSJB0Rll2SJElHUigEc+ZECi7mzo3sSo8twPjqZ4RHcJ3YiO2FiwUYVJIkKX/6S2XX3LlzufHGGxk6dCjVq1cnFArRpUsX1q5dy/bt23nuueeoU6cOADNnzqRr166UKFGCypUr8/zzzxMTE3NEX4QkSVKgQiGYPTtcbg0YAPPm7d1XsCA0bQo33MCZMwqTlFA0uJySJElHgUMqu9LS0nj99df54YcfmDNnTmT7G2+8wYwZMxgxYgQTJ04kMTGRRYsWkZWVRWJiIgMHDqRhw4Y0bdqUnj17cvfddx/xFyJJkpSrQiH45Ze9BdeCBXv3xcdDs2Zwww1w9dVQsiQASZ2HBZNVkiTpKHJIZVdycjLXXXcdZcqUYdCgQQBkZWXRvXt3OnToAEDDhg1Zv349ffv2JT09nY0bN9KgQQMAGjduHDnW0V2SJCnPCYVgxoy9BdeiRXv3FSoEl18eLriuugpKuAaXJElSEA6p7CpZsiQlS5Zk3LhxkW2rVq1i1apVlCtXDoDY2FhKly7NyJEjKVy4MGXKlCE2NhaAcuXKsWzZMhYsWECtWrWynTs1NZXU1NTI/aSkpL/8oiRJko6YUAimTQuXWwMHwuLFe/clJMAVV4QLriuvhOLFg8spSZIk4AgsUL927drwieL2nio+Pp4tW7YQGxu7z3aALVu27HOeF154gWeeeeZw40iSJB2+UAh++mlvwbV06d59CQnQvDm0bAmJiVDMReYlSZKiyWGXXRUrVgTCUxz3SEtLo3LlyoRCIaZOnZptO0DlypX3OU+XLl146KGHIveTkpKoWrXq4caTJEk6OKtXw+TJMH48fPklLF++d1/hwuFiq2XLcNFV1EXmJUmSotVhl11Vq1alSpUqkRFeWVlZbNmyhUaNGhEKhfj4449JSUkhISGBTZs2RY7/vUKFClGoUKHDjSNJkgRA9T9YDL5QRhq11y+m3up51Fszn/pr5lFpx6ZsxyQXLMSYGg0YVus8xp5wFrvjE2AaMG3c/k8KLHsx8UjFlyRJ0l902GVXbGwsXbp04eOPPwZg6tSplC1blrZt2wLQrVs3xo0bR7NmzRg/fjyPPPJIZA0vSZKkHBcKUTlpI/XWzKP+/8qtUzcsplBmRrbDMmNimVeuOtMr1WJ89TMYe8KZpBRMCCi0JEmS/qpDLru++OILevbsCcA///lPunTpwj333MPGjRtp164dSUlJDB06lISE8A+Ho0ePplOnTvTv35/atWvTsWPHI/sKJEmSfis5GX7+mbumfE79NeFyq8LOfdcL3VSkBNMrncz0SrWYVvlkfql4IsnxhQMILEmSpCPpkMuu6667juuuu26f7V27dt3v8SeeeCKDBw8+9GSSJEl/JhSCJUvCa21NmhT+c+ZMyMjg8d8clh5bgLnlT2B6pVr/K7dOYWWJChATE1h0SZIk5YzDnsYoSZKUa3buhKlTs5dbGzfue9yxxzK82PGRUVuzK9RwSqIkSdJRwrJLkiRFp1AIFizIXmzNmgVZWdmPi4+H+vWhYcPwrVEjqFqVu7t8HUxuSZIkBcqyS5IkRYft2+HHH/eWW1OmwJZ919qiatVwobWn2DrjDEhw1JYkSZLCLLskSVLu27QJ5s4N337+OVxuzZ0bHs31WwkJcOaZe8uthg2hcuVgMkuSJClPsOySJEk5Z8OGvaXWnDl7P96wYf/HH3989lFbp58enqYoSZIkHSTLLkmSdHhCIc7+Rx9qbl7BiZtWcNKmFZy4eSU1N62gzO6kAz5sZYkKLCxTlXnlqzO90slMr1SLTceUCu9cDQxcDwO//cOnXvZi4hF8IZIkScoPLLskSdLBCYVg7dr9jtSaur+1tYAsYlhZMlxqLSxbjYVlq7KwzHEsKlOV3fGusyVJkqQjz7JLkiRlFwrB6tX7n364bdt+H5JFDMtLVWRRmeNYUPY4FpY9joVlqrK4TBVSClpqSZIkKfdYdkmSdLQKhWDlyv2XWkkHmH4YGws1a8Kpp0Lt2uE/Tz2VUz5eQmrBQrmbX5IkSdoPyy5Jko4GmzbB9Okwc2b2Umvnzv0fX6AAnHjiPqUWJ50UvkLi76R+ujqHX4AkSZJ0cCy7JEnKT0IhWLUqXGxNmxb+c/r08Aiu/YmLCxdY+yu1vAqiJEmS8iDLLkmS8qDqnYcRE8qi+ta11F6/mNPWL+bU9UuovX7xAa+AuLTUscwpX4MF5ar9b8H441hWqhIZBf7340AKMA2YthxYvs/jvfKhJEmS8gLLLkmS8oL09PC0w/+N1Or/xShO3bCUomm79zk0IyaWhWWPY06FGsypcAKzK9Tg1/InsLNQkQCCS5IkSbnLskuSpGiTnAy//LJ3CuK0aTBrFqSlRQ5p8L8/U+LimVeuOrMr1GBOhRrMrhAeuZUa5xRESZIkHZ0suyRJCtK2bTBjxt71taZNg3nzICtr32OLF4d69aB+fR5cEMPsCjVYUqYKmbEFcju1JEmSFLUsuyRJyi3r1mVfNH7aNFi6dP/HVqgQKbaoVy98O/54iI0F4MvOw3IxuCRJkpR3WHZJknSkpafD4sUwZ072Ymvduv0fX7169mKrfn049thcjSxJkiTlF5ZdkiT9VWlpsGhReOH4OXPCf86dC/Pnhwuv34uJgZNPzl5snXEGlC6d69ElSZKk/MqyS5KkP3HSw19RfetqTty0kpM2raDm5hWcuGklx29dTcGszP0+ZlfBBBaVqcqv5Y9ndoUazK1wAr+WO57d8QnhAzYC3+yGbybt9/HLXkzMoVcjSZIk5W+WXZIk7ZGSAgsW7DNSa+78BcSF9rNgPLAjvjCLyhzHwrJVWVjmOBaWDd/WFC9LKCY2l1+AJEmSJMsuSdLRZ/fu8FTD308/XLRov1dBjAOS4otEiqyFZapGPl5brGx4eqIkSZKkqGDZJUnKv5KTYd68fUutJUv2W2oBULIk1K4Np54avtWuzTlfrWF90TKWWpIkSVIeYNklScr7QiH49Vf46afspdbSpeF9+1O69D6lFqeeChUr7lNqrR89LBdehCRJkqQjwbJLkpQ3pafDDz/A4MEwZEh4tNb+lC27/1KrfHlHakmSJEn5kGWXJCmqVO984FFUxVN2ctGSn2myaAoXLfmZ4qm7IvtSCxRkeqVazC9XLdtC8VuKlNh7glXAqmQY+dM+5/bqh5IkSVL+YNklSYpqx21dS5NFP9Jk0RTOXjWHglmZkX2bipRgTI2zGVXzHH6oXo/d8QkBJpUkSZIUDSy7JElRJTYrkzPWLKDJ4ik0WfgjJ21ekW3//LLHMbpmA0bVPIcZx55EVmyBgJJKkiRJikaWXZKk4O3cCd9+C4MH82P/LymbvD2yKyMmlinHncboGucwqmYDVpQ6NsCgkiRJkqKdZZckKRirVsHQoeEF5seMgdRUAMoCSYWO4bsTzmJ0zQaMPeFMkhKKBptVkiRJUp5h2SVJyh2hEEyfHr5y4uDBMG1a9v0nnABXX03rdeWZWuVUMgr4T5QkSZKkQ+dvEpKknJOSAt99Fy63hg4Nj+baIyYGGjaEq68O3045BWJimPQHV2OUJEmSpD9j2SVJOrI2boRhw8IF1zffwK5de/cVKQJNm4bLrcREKF8+uJySJEmS8iXLLknS4QmF4Ndf905PnDQpvG2PSpXgqqvCBdcll0BCQnBZJUmSJOV7ll2SpEOXng7jx+8tuBYvzr6/Xr1wuXXVVVC/fnjKoiRJkiTlAssuSdLBWbwYRo4MT00cMwZ27Ni7Lz4+PGrr6qvhyiuhatXgckqSJEk6qll2SdJRrvoBFoQvmppMoxW/0HjpNC5YOp3q29Zm27+5cHG+q3E239Y8h/HVz2BXoSKwHHjzF+CXP3zOZS8mHqH0kiRJkpSdZZckCYDYrExOW784Um7VXzOPglmZkf3psQWYVvkUxh1fnx+q12N2xRqEYmIDTCxJkiRJ+7LskqSj2erVtPzlWxovncZ5y2dSendStt1LSx3L98fX54fq9Zl0XJ3w6C1JkiRJimKWXZJ0NNm9G77/fu/aW3Pm8PJvdu+IL8zEanX5/vj6fH98fVaWrBhYVEmSJEn6Kyy7JCk/C4Vg9uxwsTVyZLjoSk3duz8mhhkVTwxPTTy+HjOOrUVGAf9pkCRJkpR3+RuNJOU3mzbBt9+GC65vvoE1a7Lvr1IFmjaFZs3g0ktp8fLkYHJKkiRJUg6w7JKkvC4tDSZN2jt6a9q08IiuPQoXhgsvDJdbTZvCKadATExweSVJkiQpB1l2SVJeEwrB4sV7190aMwZ27sx+zOmn7x29df75kJAQTFZJkiRJymWWXZKUF2zfHi619ozeWro0+/5y5eCyy8Ll1mWXwbHHBpNTkiRJkgJm2SVJ0WbrVpg+fe9t2jSYPx+ysvYeU7AgnHfe3qmJZ5wBsbGBRZYkSZKkaGHZJUm5qHrnYdnul9u5hdPWL6b2+sXUXr+E09Yvpur29ft97OLSlfmhej2+P74+k4+rQ3J8YdgG9F8bvh3AshcTj+ArkCRJkqToZtklSbkhFIKlS7li3nhqb1hC7fWLOW39Ysrt2rbfw1eUqMCcCjWYU+EEZleowZwKNdhYtHTuZpYkSZKkPMiyS5KOtIyM8LTDPVMQ90xH3L6dt393aGZMLItLV4mUWnP/V3AlJRQNJLokSZIk5XWWXZJ0OFJSYPbs7KXWzJnh7b8XH88vpY9jTvkTmFOxJnPKn8Cv5auTUtArJUqSJEnSkWLZJUkHa8cOmDEj+4ituXPDI7l+r2jR8KLx9etDvXrh26mncvU/v8nt1JIkSZJ0VLHskqT92bgx+9UQp0+HhQv3f2zZsuEy67fFVs2aXh1RkiRJkgJg2SVJANu2wZgxMHIkfPstLF26/+OqVt232KpSBWJicjWuJEmSJGn/LLsk5VvVOw874L7YrEzqrl1I46XTuGDZdM5YM5+4UFZkfxYxLC1dibnlT2B2xRrMKR9eOH5rkRLhA3YDE4GJvwC/ZDv3shcTj/yLkSRJkiQdFMsuSUeNSkkbuGDpdBovncb5y2ZQInVXtv0Ly1Tlh+r1+P74+kytciq7ChUJKKkkSZIk6a+y7JKUbxVOS+GclbO4cOk0Llg6nZpbVmXbvy2hKOOrncEPx9fjh+PrsaZ4+YCSSpIkSZKOFMsuSflHVhb88gt88w2MHMmMcd9TKHPvlRIzYmKZUakW3x9fn++Pr88vFWuSFVsgwMCSJEmSpCPNsktS3rZ+fXhB+T0Ly69fH9lVCFhZogLfH1+P76vXZ1K100lKKBpcVkmSJElSjrPskpS3pKbChAnhcuubb2DGjOz7jzkGLr4YmjXjol/iWVaqkldKlCRJkqSjiGWXpOgWCsH8+ZGpiYwdC8nJ2Y+pXx+aNYOmTeHccyE+HoBlf3A1RkmSJElS/mTZJSn6bN0Ko0fvHb21YkX2/RUr7i23LrsMypULJqckSZIkKepYdkkKXkYG/Pjj3tFbP/4YXmx+j0KF4IIL9hZcdeo4NVGSJEmStF+WXZKCkZEBo0bBJ5/AsGGwbVv2/aeeGi62mjWDxo2hSJFAYkqSJEmS8hbLLklHTPU/WyMrFOL0dQu5ds53XPnrD5RL3hbZtTWhGBOqn8G44+sxvno91hb/39TEsZkw9rsDnnLZi4lHILkkSZIkKb+w7JKU447bupYWc8dyzdyx1NiyOrJ9U5ESDDmlMUNOacyMY08iK7ZAgCklSZIkSfmBZZekHFEqeTuJ88Zz7ZzvOHPNvMj23XGFGHlSQ7469WLGVz+DjAK+DUmSJEmSjhx/y5R0xCSkp9Bk0Y+0mPMdFy6dRsGsTAAyY2IZX/0Mvjr1Ir45sSG7Crn+liRJkiQpZ1h2STo8mZnw3XfwySf81K8/RdN2R3b9UrEmX516MUNOaczGoqUCDClJkiRJOlpYdkk6dKEQzJgRvpJiv36wdi0ARYGVJSrw5akXMaj2RSwuUzXQmJIkSZKko49ll6SDt3w59O0bLrnmzt27vXRpaNWK65JOYFrlkyEmJriMkiRJkqSjmmWXpD+2dSsMGBAuuH74Ye/2QoXg6qvh5pvh8sshPp5pnYcFl1OSJEmSJCy7JO1PSgoMGxYuuL7+GtLSwttjYuDii8MF13XXQYkSweaUJEmSJOl3LLskhWVlwfffQ58+4ZFc27fv3Ve3brjgat0aKlcOLqMkSZIkSX/Csks62s2aFS64+vaFlSv3bq9aFdq0Cd9OOy24fJIkSZIkHQLLLulotGpV+CqKn3wCv/yyd3uJEnDjjeGC64ILIDY2uIySJEmSJP0Fll3S0WL5chgyBL74AsaOhVAovD0+HhITw9MUmzeHhIRAY0qSJEmSdDgsu6Q8qvqfXPkwJpRFnXWLaLJwCpctmsIpG5dl2z+l6ml8eepFfH3y+SQlFIUfgR9H/+E5l72YeJipJUmSJEnKWZZdUj6SkJ7CectncumiH2my6EfK79oa2ZcZE8tPVU5lVI0GfH3y+awuUT7ApJIkSZIk5QzLLimPK7dzK5csDpdb5y+bQeGM1Mi+HfGFGXf8mYw68RzGnnAm2woXDzCpJEmSJEk5z7JLymtCIZg9m3snfsZli6ZwxtoF2XavKl6OUTXPYVTNc5hy3GmkFygYUFBJkiRJknKfZZeUF6Slwfffw+DB4dvy5Tzym90zjj0xUnDNK1cdYmKCSipJkiRJUqAsu6RotWULfP11+AqKI0ZAUtLefQkJjKpch1E1z2F0zQZsLFo6uJySJEmSJEURyy4pmixcGB65NWQIjB8PmZl791WoAFdeCVdfDU2acMez3wWXU5IkSZKkKGXZJQUpMxMmTdpbcM2bl31/nTpw1VXhguvssyE2NpickiRJkiTlEZZdUm7bsQO++SZccA0bBps3790XFwcXXRQut666CqpXDyqlJEmSJEl5kmWXlBtWrAiP3BoyBL77Lrzg/B6lSkHz5uGCq1kzKFEiuJySJEmSJOVxll3Sb4VC4SIqNfXQbikp+9++a1f4KoozZmR/npo1w+XW1VfDeeeFR3RJkiRJkqTD5m/Yytu2b4fFi8O3RYtgw4bDK6p+O+LqCMqMieXnyiczumYDRtU8h8Wlq0BMDAzfCcNHHvBxy15MzJE8kiRJkiTlV5ZdijrVOw/beycUotyubRy3bS3Vtq2l2tY9f67juG1rKbM7KWfDxMVBoUJsySpAWoE40goUDN/iwn+m/u7+3v1xkf0Ly1bjuxpnsaWI0xMlSZIkScppll0KXmZmeE2r/43Q6vzdN1T/X7F13LZ1HJOe8ocP31SkBMtLHsvyUseyoWhpUgvEkxpXcJ9yKrVAfLZSKjVSUoWPG/vk5VCoUPbb/65+WP+3BZwkSZIkSYpall3KHSkpsHRpeKrhb6cdLl4My5ZBenrk0A6/e2gWMawpXpblpY5lecljWVHyWJaVCv+5omRFdhYqcmQyHnfckTmPJEmSJEkKjGWXjpw962f9ttDac3/16vDi7wcSHw8nnAA1avD+uliW/6bQWlWiAmlxBXPvdUiSJEmSpDwrx8uumTNn0rVrV0qUKEHlypV5/vnniYmJyemn1eHKygpfSTApKftt+/a9H2/eDEuW7C20Nm/+43MWKxa+CmGNGntve+5XrgwFCgDwjFMGJUmSJEnSX5SjZVdKSgqJiYkMHDiQhg0b0rRpU3r27Mndd9+dk097dMvMhJ07/7ikOtDtt8fs2PHHI7EOpHz5AxdaZcuGr0AoSZIkSZKUQ3K07Pr444/ZuHEjDRo0AKBx48Z0796dDh06OLrrUCxcCIMGHVxRtXPnEX3q9NgC7Iwvws5CRdhRqAg7/vfxzvgiJCUcw6oS5SOLw68oUZFdv10/azcwG5i9Gcg+6mvZi4lHNKckSZIkSRLkcNk1adIkypQpQ+z/rmhXrlw5li1bxoIFC6hVq1ZOPnX+MncuPPLIoT2mYEEoUQKKF9/75wFuD41Ywo5Cx7AzPlxo7YwvHC634ouQGhfvaCxJkiRJkpRn5GjZtXbtWuLi9j5FfHw8AFu2bNnn2NTUVFJTUyP3t2/fDkBSUlJORsx1p3UdeciPOXHTctqffAG7ChVmZ8Ei4T/j95ZSu+L33t9zTPpvFnSf/UyzPzz/wMUHyJSVCWm7Dznvwfijr2tWanKOPOefMdOf+7O/j9GWya9bmF+3gxNtmfy6HZxoy+TX7eCY6c/5vXRwoi2TX7eDE22Z/LodnGjLlNe+bhCdmfKaPa8n9CfLLsWE/uyIw3DrrbcyZMgQNm3aBECvXr3o0KEDy5cv57jjjst27NNPP80zzzyTU1EkSZIkSZKUD6xcuZIqVaoccH+Ojuxq1KgRH3/8MSkpKSQkJLBp0yaqVq2630BdunThoYceitzPyspiy5YtlClTxvW9CLeXVatWZeXKlRQvXjzoOFGXB8x0sKItU7TlATPlxTxgpryYB8yUF/OAmQ5WtGWKtjxgpryYB8yUF/OAmQ5WtGWKtjxBC4VC7Nixg0qVKv3hcTladrVr145u3boxbtw4mjVrxvjx43nkkUcia3j9VqFChShUqFC2bSVLlszJeHlS8eLFo+obPNrygJkOVrRlirY8YKaDEW15wEwHI9rygJkORrTlATMdrGjLFG15wEwHI9rygJkORrTlATMdrGjLFG15glSiRIk/PSZHy66EhARGjx5Np06d6N+/P7Vr16Zjx445+ZSSJEmSJEk6iuVo2QVw4oknMnjw4Jx+GkmSJEmSJIl95xMqKhUqVIiuXbvuM9UzKNGWB8x0sKItU7TlATMdjGjLA2Y6GNGWB8x0MKItD5jpYEVbpmjLA2Y6GNGWB8x0MKItD5jpYEVbpmjLk1fk6NUYJUmSJEmSpNzkyC5JkiRJkiTlG5ZdkiRJkiRJyjcsuyRJkiRJkpRvWHZJR7Hdu3cHHUGSdBhcelU6evn3/+D4eZKOTpZd+YBv4HnDzp07mThxYtAxIrZu3cqIESOCjnFA69evB6Lv+zua8kRTFtibJ9py6eBE49ct6EyZmZnMmjUr0AwH8sMPPwAQExMTcJLoFvT30O/5Ppm3Bf11C4VCpKSkMH78eCB6/v5H63ul75MHJ+jv6/3xvVJHgmVXHrVq1SqWL18ORM8b+LJlyyIFRbQYOXIkS5cuDTTDnjfphIQEOnfuzHfffRdonj1mzZpFSkoKAFlZWQGnya5Vq1Y88cQTQHR8fy9dupRff/0ViI48ACkpKWRkZAQdI2L9+vWRv2t7PkdB/4Cya9cuIHq+vydPnsyECROCjpHNxIkT+fnnn4Ho+d5+5513GDp0KBB8prlz57Ju3bpAM+zPzTffzGOPPRa5H/TfNYDx48czcuTIoGNks2nTJlavXh10jAjfJw9OtL1XRst7UigUIiYmhoSEBG644Qbee++9wLL8XjS+V/o+eXCi7X0Sou+90vfJvMuyKw9q164d5557LvXr1+fVV18NOg4Abdq04dxzz6Vjx45s3rw5Kv5BWb58OY888giffPJJoCXcnjfp9u3b89NPP7Fx48aoKCk++OCDbP+QpKenB5worHXr1gwYMIDx48fz/fffBx2Hl19+mS5dunD55ZfzzDPPBB0HgP79+3Pttddy3XXX0bNnz6Dj0LVrVx555BEuueQSrrrqKj777DOysrKIiYkJ7L3gww8/5KGHHmLbtm3ExsYG/gPKjTfeSGJiIhdccAHt27cPNMseN9xwA82aNePaa69l0qRJ2fYF9XXbvXs333zzDT169IiMXIDwD5hBZOrXrx9LlizZ776gPketW7emb9++LF26NPLLbtCl4L///W8++ugjbrnlFtq0aRPZHuTPAn379uXOO+/k3HPP5e9//zvz5s0LLAv4Pnmwou29Mprek/b8Pb/11lvZsGED27dv3+dnt6C+l6LtvdL3yYMTbe+TEH3vlb5P5m2WXXnMk08+yaxZs7j//vu54IILeOONN5g+fXqgmXr06MHcuXO5+eabmTFjBunp6WRmZgaaCaBatWoUK1aMbt268dZbb7F169bAstx000307duX7t27c+ONN5KamsratWsDywNkK9xeeOEF2rZty4033hhowXTTTTcxcOBAnnvuOTp16hT5X8Kg/mH597//TUZGBp988gk9e/Zkw4YNpKamBpJljzfeeIP09HQeffRRdu3axT333EOXLl0CyzN48GCSkpL46KOP+Oabb1i0aBEdO3bkiSeeCPSHkzlz5jB8+HBefvlltm/fHugPKG+99RarV6/mww8/5IUXXuCLL77g008/DSTLHsOHD2fLli28/vrrNGrUCAhPtU5OTgYI7OtWuHBhypcvz7Rp03j++ef58ccfI3mC+EVl0aJFFC1aFAh/T40bN45p06YF9r1900038dlnn/Hyyy8zYMAA5syZw8aNGwP9Zentt99m27Zt/Pe//2XmzJkAkV96g/of+XfeeYddu3bx3nvvcfvtt/PBBx9w//3388svv+Rqjj18nzw40fheGW3vSX/729/48MMPeeedd3jwwQdZu3YtP//8c+TnpaC+l6LpvdL3yYMTbe+TEJ3vlb5P5m1xQQfQoSlbtiy9e/emfv36NG/enHvvvZe0tDQAUlNTKVSoUK5nqlWrFv/3f//HRRddRNmyZenVqxcDBgygUaNG3HfffdSpUyfXM+3Rrl07atSowXPPPccxxxzD1q1bueCCC2jevHmuZdi1axe1atXiscceo2PHjnzwwQe8+uqrrFixgiuvvJJHH32U008/Pdfy7HH88cfTt29fTjjhBCpVqkTVqlW5//77mT9/PgMGDOCkk07K1Tzvvvsu/fv35+mnn+a+++5j4cKFPPTQQzRq1IiqVavmapY9tmzZwnXXXUdcXBwXXnghP/30E0OHDiUjI4NLL72UsmXL5nqmlStXUqhQIS6++GJKlCjBI488wksvvUTFihW5//77cz1PkSJFWLBgARs2bOCkk07iu+++44YbbqB3797UqFGDO+64I9d/Idi6dStZWVmcfPLJvPPOO2RlZdG5c2dKlCgRmQaSmypXrsyjjz7KlVdeyWWXXcaaNWsi/yGwbds2SpQoEfkBLreyVapUiXbt2tG+fXsKFChAjx49GDt2LFWrVuW2226jQ4cOgf0v+HnnnUfBggX55JNPeOaZZ4iPj6dRo0Y8+uijZGVlERub8/9Pl56eTlxcHBs3bmT58uUsXbqU1157jVGjRpGRkUGbNm3417/+lStZ9hg5ciSDBw/m6aefpn379hxzzDH069ePtWvXUq5cuUC+twHi4uIoXrw4KSkpVKhQgaZNm/L+++8TFxdHvXr1uPLKK3P18wThad6TJk2idevWPPTQQwB069aNHj160Lt371zNAnDMMcdE3fvktm3boup9EqBKlSpR914J0fGetEe7du1IT0/n2muv5aOPPuKJJ55g7dq11KlThzvuuIN77rknVz83GRkZFChQIGreK7/99luGDBni++RBSE1NZeLEiVHzPgnR9zNltP08CdH5M2VUCylPee2110K9e/eO3H/88cdDgwYNCoVCodCPP/4YWrx4ca5nGjduXGjWrFmhUCgU6tatW+jaa68N3XjjjaGSJUuGrrzyylzPs8fu3btD3bt3D23dujX0zDPPhGJiYkKlS5cOrVq1KtezrFq1KjR27NjQm2++GSpYsGDob3/7W+iee+4JlS1bNtS8efNcyZCUlBSaN29eKCUlJRQKhUJDhw4NFS1aNNS9e/dQenp6KBQKhZYvXx4qXrx46IEHHsiVTL/3f//3f6E5c+ZE7r/22muhJ598MpSWlhZInvbt24fKly8feuKJJ0I9e/YMNW7cONSoUaNQTExM6KKLLgolJSXleqY777wzVKZMmdD3338fCoVCodmzZ4fq1KkTOvnkkwP5+z9jxoxQzZo1Q2+//XZoy5YtoVAoFFq3bl2obt26oQYNGuR6nlAoFNq+fXto+vTpoVAoFGrZsmWoXLlyocceeyySLyMjI1fzDBkyJNSjR4/I/V69eoVef/31UCgUCk2YMCHUp0+fUFZWVq5mWrduXWjevHmhUCgUGjZsWOjmm28Ode/ePVS3bt3QKaecElq3bl2u5vmt999/P5SSkhIaOnRoKCEhIVS0aNHQmDFjIvtz83PVuXPnUJkyZUJ9+/YNhUKh0IYNG0Jt2rQJnXLKKaGxY8fmWo49+vbtG5o4cWLk/nvvvRe67LLLQps2bcr1LHu88847oRNOOCHUtGnT0D/+8Y9Q06ZNQy1btgxVrFgxVLdu3dCIESNyPdP7778fiouLCz3//POhzZs3hzIyMkL33ntvqGDBgqGvv/461/NMmjQpdPLJJ0fV++S6desiP7tFw/tkKBQKDRgwIPTm/7d351FRnWccx59BEAQGRgVUKFDEGupGUNAatRFNo01bdbQ1loBHcEtiRCCapKJVSKQRN0AD1WOqUIgmbqixVBTPkShSrKkbekpijGAUUKIoS1lmfv2Dc2+AuAwe75138Pn+FZDET965vHPvO3f56CP5axHmSqBle2poaFB9Tmr/3zUYDABa9tUiIyOh0WgQHR2NLVu2IDg4GKNHj8bNmzcVsTyuZcuWCTNXfvzxxygqKpK/FmGeTElJQf/+/fHyyy8jMjJSiHkyNTUVdnZ2wsyTAHDhwgX87Gc/E2aurKmpwdmzZwGIM0/m5OQIt08pcrzYZQHl5+cjIyMDN27cwL1793D37l15I05KSsKxY8dgNBrxpz/9CQsWLFDlFy8/Px9///vfUVZW1ubvW79+Pb788ksAwNGjR+Hu7o5///vfinskU2ZmJq5evSov6OzZswcA8MYbb6BPnz7QaDRITExEWVmZKp6MjAxcu3YNBoMBt27dwvr16xEbG4uqqioAQElJCXx9fdu8KSvR9evXERsbi5EjR8LX1xdr164FALz22mtwdHTE9u3bcevWLQBAdnY2li5dqqindfn5+di+fTu+/fZbVFZWAgAaGhoAAOfOncOSJUvkxThpR09pT3p6OsrLy9HU1IS3334b48ePx6RJk3DkyBE0NTWhuLgYDg4O2LZtm+IeySTNAZcuXcILL7wAnU6Hd999Fzk5OUhISIBGo1FthzIrKwupqanyQvu8efPg5OSE7du3yzsApaWlcHJywqFDh1QzpaWlYd++faitrUV9fT2AloOF6dOnyzsoBoNB3r6U9qSmpuLgwYNobGxss5P96aefIisrCwCwc+dOTJw4EYWFhaqZsrOzUVNTI38/Ozsbp06dAgBUVFTAxcUFn332meIeyZSWloa9e/fKi8fHjh1DRUUFFi1aBG9vb7i4uGDSpEnIzc1VzbN7927cv38fRUVF8PDwwO9//3t8++23AFoO4vr374+VK1cq7pFMGzduxOeff47a2loAbQ+CP/jgAxw5cgSAejve0rYk/X5/9tlnWLJkCebPny8ftFVWVmL06NGIj49X1fT555+jqakJERER0Gg0CAwMxLp165CUlARvb2+kpKSo4pEOkKSmT58OZ2dns86T7U03btxo41N7nnyQ6auvvpL/2RxzZXsPYN45qbWp9e99QUEB5s+fL7+Gt2/fxsCBA7Fr1y6zmA4fPmzWubL969bc3Gz2ebK9afPmzWafJ9ubJk+ebNZ5EgDi4+OxYMECrFu3DgAQEREBrVZrtrlS8iQmJqKurq7NB9vmmifj4+Px5ptvYv369WhqamqzqG2ufUpLiRe7BO+vf/0r4uPj4e7uDmdnZ8TExLQ5SDl06BAuX76MK1euIDAwEBqNRl4wUMv09ttv4/79+wDQ5myA2tpaREVFtdmZUsOk0+kQExOD+vp6HDhwAJ6enhgyZAiam5sRHx8PjUaDhIQERd/sWnucnJywZMkS1NbWorGxUV5ok/7+lJQUVFRUKGapq6tDXFwcLly4gKqqKgwaNAgajQZRUVG4cOECfvWrX0Gr1SIhIQFXrlzB+vXr5U8IlK71OHXv3v1H2zcAhISEYPHixap7HB0dsXTpUnmhbdOmTW1+t1JTU+UdJ7VM3bt3R2RkJPLy8hAaGopp06Zh1apVAAC9Xo8NGzYo7omNjUVsbCxef/11BAQE4Oc//zn+8Y9/YPLkyXBwcMCmTZvkbXz58uXyIopapsDAQPj6+iIvL08+I1Ba8PL09MQrr7yCDz74QF4QV9ozbNgw9OvXD3l5efKfnz17FqdOnUJJSQlGjhwJGxsblJaWKuZpbwoKCkLfvn1lkzR/t56THnTAp7TJx8cHx44dQ3Z2Nnr27Innn38eALB//35oNBro9XrU1dWp4gkMDET//v1RWFiIt956CxqNBuHh4fKZp5988gnS0tIUszzMJL1urQ/iPvroIyxcuFBxy4NMAQEB8PPzkxfa9+/fj/T0dPn3a//+/fjoo49gNBoV/aS5vWnAgAEoKCjA8uXLsWTJEmzevFn+uVmzZinmkDp58iScnJywd+9e+Xvff/89Ro8eDZ1OZ5Z58kEm4Iffe7XnyUeZpNSeK9t7pG324MGDcHV1VX1OephJct29exfAD6/hgQMHcPHiRUU9DzJJSWebqT1XPm47AtSfJx9lys7ONss8+TDTihUrzDJPAi1nS3l4eMDHxwc9e/ZEamoqqqqqMGrUKLPMla09bm5u2LBhA4xGo3wsYI55srXJ1dUVSUlJbbYTc+xTWlK82CVwZ86ckS8nq6mpQUBAgHzKsvTmeuTIEWzduhUvv/wydDqd4gcoDzNFRUX96A3/4sWLWLNmjXzGkNqmd955B9nZ2QgPD5dX3g0GA1asWIFLly6p7omJifnRhHj+/HmkpaUpemr1vXv34O/vj/T0dAAtB7ZDhgyBlZUVPv74Y5SXl2PatGnw9fVFQECAagtdj9q+pbNypD8LCwvD8ePHzeKRvjdr1iwEBASgqqoK+fn5+POf/6z4JbHtTf7+/vK23f5st8jISKxevVpRT2NjI+bOnSt/nZOTg2HDhsHd3R2nT5/GvHnz0KNHD0ycOBFpaWmYMmWK4m+47U3//Oc/ERQUhO7du+Po0aNtfnbIkCFwdHTEf//7X7N6ioqKEBcXh7Fjx8LZ2VnxeftRJmnB1mg0wmAw4Pjx40hMTFT8UpiHmXr16oVDhw5hzZo18iIc0PJppdqvW0BAgLxtL168GA4ODujfvz8SEhIwd+5cxc8Q7si2PX78eFUWux9kCgwMhE6nw7Fjx7B9+3Z4eHhgx44d2LVrF95//3189913qpsCAgLQp08f+X1D2gfYunWrKge8RUVF6Nu3L7p27YpPP/1U/v7169cxadIkuLm5qTpPtje1P3NTej8B1JknTTEBwH/+8x9V58qHeSorK3+0D6f0nPQo04Mubzx27JjiH54+yiQ1d+5cODs7qzpXPsrTeqzUmicfZpIsycnJ8Pb2VnWebG9qPS9JSfuTas2TN2/exIwZM3Dnzh3cuXMHM2bMwK9//Wv5zyZPngxXV1fV5soHeVrfaqb11SVqzZOPMwEtxwpqzpOWFi92CdyZM2eg0WjkCam6uhqDBw+Gs7OzvAO3e/dudOnSBQ4ODqps3KaY8vPzodfrERwcrMpZXQ8zubq6trnmXK37PpkyRgUFBQgLC0NwcLAq91cIDQ2Fq6srsrOzAQBff/01fHx8EBwcLP9MWVkZvvnmG/lrpa/3NmWcmpqa0NDQgE8++US+9FNtj1arRWFhIcrKyjB48GCMGTMGU6dOVeXebw8yDRo0CFqtVr5nl3QQt2vXLkUvGTYYDKiuroaXl5d8TxWDwYD8/HwMHToU/fr1Q319PXJzc5Gamop169YpfgD3MNMXX3yBESNGwN3dXd7xr6mpQWxsrHyfKnN4+vTpg/Lycly9ehXu7u7QarU4d+6cYh5TTRUVFfjqq68QFhaGgQMHKr5tP8oUFBSEn/zkJ/JZwq0Xvs3hGTp0KHx9fVFXV4eDBw8iNjYWixcvxrVr18xmar9tAy2LKEq/3z7KNHz4cPj4+KChoQELFizAtGnT8Ic//MGsc0BQUJC8fUudO3euzb2WlPDU19dj48aN2LlzJ0JDQx94YLl7926kpaWpNk8+yPSgBa/a2lrF58mOmM6dOwcPDw/F58rHeVof5Cp9FoepJqmLFy8iKioKw4YNU2XuNsWUlZWFZcuWKT5XdmTbBtSbJ00xhYWFqTpPPsok7e9L27nS86RURUUFXnvtNXmOLisrw+TJk1FbW4u6ujoYjUbk5eUhJSVFlbnyQZ4pU6agpqYGd+7ckT+Au3v3rirzpCmm6upqlJaWws3NTZV9SkuMF7sETXozHTduHNzd3ZGZmQkAOHHiBFxcXBAeHg6g5UB3+vTpqix0Pc4UEREBoGXSTE5OVuUTr0eZevToIZvUytQxAlpueNr63hRPs+vXryMxMRFLly7Fl19+iT179mDAgAHQaDR48803kZycjM2bN8PNzQ1nzpwB0HZxS+mFro6ME6D8/RUe55k9e7b8szdu3EB1dbWiHlNM7ccoJydHvrfB085oNMpnbr7//vvQarXy/fAMBgOOHj0Kf39/fPjhh4r8/U9qGjZsGOLj42E0GtHY2Kjo5SameqTLTmNiYuSb6ItiOnToEK5evSqESXrdlJ6LnmTbFsGk5hiZavL395fvB9nY2Kj4QuWTjNO//vUvxQ52jUaj/P9869YtNDU14cKFC5g6depDz6RQuo6aWo+pKKZ33nlH0bnycZ6dO3cq9ne3d5hqaj9GJ06cUHwB/km2byXnps7y+6bGPNnRcVJynpRM0jwjnZTQ3NyMmzdvYtGiRQBaPuydM2eOKg8VMMVz7tw5zJw5U75aSbp/prlN4eHhqK+vR0JCgnzPbK5t1uZ+GiTXttTUVCosLKRLly7RqlWr6NVXX6UtW7ZQWFgYHThwgMaPH0+LFi2i3NxcunfvHmm1WsrIyCBbW1shTPfv3yetVkuRkZGKeUw1RUdHU25uLtXW1pK9vb2ij1/t6Ovm5OREs2bNUsRSXl5OeXl5ZGNjQ/n5+ZSSkkIJCQm0bNkyKikpIRsbGxo8eDANGTKE1q5dS83NzUREbcZHqbHqyDjV1NSQg4MDaTQa6tKli1k9hw8fll+3Pn36KGLpqKn9tv3LX/6S7O3tn7pn+fLldPv2bTp69ChFR0dT79696Re/+AW99dZbpNFoSK/X04svvkh6vZ7Ky8vlfw8KPvLYVNPvfvc7+v7770mj0ZCNjQ3Z2NiY3SON0bp16xSxPImpoqKCiIheeeUVYUx37txR/JHZHdm2b968qailoya1xqgjJr1eT6WlpUREiv6+dcTUfpyGDh1K1tZPf9dX8uTl5dHChQtpxIgRNHz4cBo0aBDFxcUREVFYWBjpdDr66U9/Sg4ODuTh4aHKPGmKycfHhxwcHMjd3Z26deumiKejJk9PT+rduzetXr3arJ6ZM2dS9+7d24yREknbQUfGyMvLi3r06EGjRo1SxCTVEZO3tzc5OjqSh4eHEB6lX7cnMXl5eZGzszP16dOH7OzshDC1Hiel5sn2ppiYGPL09CQikvfzfXx8iIjIzs6OduzYQZWVlbRv3z4iIrKysjKbx9ramvbu3UvV1dW0b98+Rfa3n8S0Y8cOqquro507dyrmsfjMvdrG/dDWrVuRnZ2NL774Ai+++CLs7e2xdu1aHD9+HLm5uThx4gSAlvs8jRw5ss3TIdj0cFPr+748C54tW7ZgwYIFAIDi4mJMmDABDg4OD7xB6IwZM3Dy5ElFPVKijZNoHhFN6enpWLZsGZqbm7Fq1So4ODggODgYISEhGDVqFBwdHbFlyxYALWeWRUdH43//+5+in+aKZnoST319/TM1RiKaRPOwyXJNrT0JCQmws7NDUFAQ9u3bJ//MxYsXERYWBo1GgwkTJih+L9POYlLygUudZYyeNZNons5kUvoBZ+3n7m7duiEwMBAHDx4E0HJG8N/+9jcUFBRgzJgx0Gq1OH/+/DPjeVITX7r46HixS6Dmz58vXwJQXFyMl156Cfb29vIp1NKlXN988w1CQkJUOfhmk+V5MjMz0b9/fxw4cAAGgwHFxcUYMWIE7O3t5evLpZ3+tWvXtrkxrZKJNk6ieUQ0JSUlITo6Wv46PT0dbm5uCA4OxocffoiFCxfCxsYGs2bNwm9/+1v5cePPkkk0D5ss08MmyzW192RmZqJHjx4IDAxEQUGB/P1t27bB19dX0QfksMmyPO0XYEUwtU80k2geNj0dU2FhIRobG/HGG2/Az88PTk5Oit+iRzSPqCZLjxe7BMlgMCAiIgL9+vVDTk4OgJZHiQ4fPhweHh7yzXqBlhv2qnEPATZZjufatWvyqr90o8J+/fohKSkJt2/fxsaNG+Hl5YXExEQALTfrbGpqwrZt21S52aoo4ySqRzTT6dOnceXKFaSlpWHixIltnvyWkZEBZ2dnvPfeewBatr2qqirFP6UUzSSah02W6WGT5Zoe5cnKyoKjoyNiYmIAtHwan5OTo/h9ldhkOZ7WC12imFonmkk0D5uerkl68vjq1avh6uqq6CKOaB5RTZ0lXuwyc3FxccjIyAAAlJSUwMnJCb169UJMTAx27dqFlStXwtXVFUVFRQBa3hyrqqoUfSIFmyzPk56eji5duiArKwtAy40d+/btCzc3N4SFhaGgoAB6vV5+pK+U0md1iTZOonlENIWEhECn08HT0xO/+c1voNVqMXbsWBQWFso/k5ycDFtbW1WeJCqiSTQPmyzTwybLNZni2bhxI+zs7OSnaCn9IAE2WZ6HTZbpYdPTN9na2qKqqgrnz59HWVnZM+MR1dSZ4sUuMzdnzhzY2NjIB7tnz57F2LFjMXXqVKSkpAAAnn/+eWzYsIFNAplE86SlpWHgwIGwtrZGeno6AKCqqgrXrl2TL+E4efIk5s2bp4pHSrRxEs0jmmnTpk0IDAzE3r178eqrr2Ls2LHYtm0bdDodxowZg7y8PPlnIyIi8N133z1zJtE8bLJMD5ss1ySah02W6WGTZXrYpIwpPDxc8Q8qRPOIaups8dMYzdjVq1epa9eu9NJLL1FERAQRtTwV4/Dhw9S1a1dqamoiIqIJEyZQz5492SSISTTP/fv3ydbWljIyMmjDhg00e/ZsImp5glCPHj0IABER1dfXk4ODg+IeKdHGSTSPiCZra2uKiooivV5Per2eXnjhBWpubqY9e/aQXq+n5cuX0+HDh2ncuHFUWVlJXbt2feZMonnYZJkeNlmuSTQPmyzTwybL9LBJGdOtW7cUewKkqB5RTZ0tHjEzZm9vT6GhodS7d2967733KCIigjQaDYWGhhIRyRv0gAEDyN/fn02CmETzaLVamjJlCnXv3p1iY2OpqamJZs+eTVZWVhQaGio/ztrLy4smTpxIRKTo486lRBsn0Twimvz9/am6ulrePvR6PTk5OdG4ceNoxYoVVFJSQt26daO8vDzauHEjubi4PHMm0TxsskwPmyzXJJqHTZbpYZNlethkuSbRPKKaOlu82GXGXF1dSafTka2tLcXHx5NGo6Hw8HCysrKikJAQqq2tJXt7e3JxcSFPT082CWISzUNE5OzsTEREfn5+FBcXR0ajkebMmUM2NjZka2tLo0aNIkdHRxo+fDgRkeILXUTijZNoHhFNfn5+VFFRIW8fvXr1Int7eyIiMhqNlJubS8XFxWRra0tWVlaKe0Q0ieZhk2V62GS5JtE8bLJMD5ss08MmyzWJ5hHV1NnixS4zZmVlRba2tkRE9Nxzz9HKlSsJAM2ZM4eKiopo0KBBNHPmTBo3bhzZ2dmxSRCTaB7JJPXcc8/RmjVryNramv74xz/Su+++S1OmTFHF0d4k0jiJ5hHRpNPpSKfTyV/37t2b7O3t6cKFC3T48GG6fv063b59W7XFQBFNonnYZJkeNlmuSTQPmyzTwybL9LDJck2ieUQ1dbZ4sUuApFMX/fz8KDk5mS5fvkyZmZlUWFioyjXVbOocntZ5e3uTp6cnzZ07l/7yl7+08aqdaOMkmkdEk+Tp0qULnThxgk6dOkWFhYV0+vRps73himYSzcMmy/SwyXJNonnYZJkeNlmmh02WaxLNI6qp0/SUbnTPPaVKS0vx+uuv4/Lly+amyLHp8YnkMRqNaGhoQFFRkfw9g8FgRtEPiTROgHgeQCzT119/DScnJ9jY2ODs2bPm5gAQzySaB2CTJXoANpmaaCbRPACbLNEDsMkSPQCbTE00k2geQEyTpceLXYJVX1+P6upqczPaxKbHJ5qndUaj0dwEOdHGSTQPIJapvr4eixYtQnFxsbkpcqKZRPMAbDIl0TwAm0xNNJNoHoBNpiSaB2CTKYnmAdhkaqKZRPMAYposPQ0AmPvsMo7jOE7MmpubhXvUsWgm0TxEbDIl0TxEbDI10UyieYjYZEqieYjYZEqieYjYZGqimUTzEIlpsuR4sYvjOI7jOI7jOI7jOI7rNPEzLDmO4ziO4ziO4ziO47hOEy92cRzHcRzHcRzHcRzHcZ0mXuziOI7jOI7jOI7jOI7jOk282MVxHMdxHMdxHMdxHMd1mnixi+M4juM4juM4juM4jus08WIXx3Ecx3Ecx3Ecx3Ec12nixS6O4ziO4ziO4ziO4ziu08SLXRzHcRzHcRzHcRzHcVyniRe7OI7jOI7jOI7jOI7juE4TL3ZxHMdxHMdxHMdxHMdxnab/A5qW5G2OLjViAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1500x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 将上市日期中的年份析出\n",
    "df_basic['list_year'] = [i[:4] for i in df_basic['list_date'].astype('str')]\n",
    "# 输入地区名称\n",
    "loc = '北京'\n",
    "plt.figure(figsize=(15,6))\n",
    "# 构造一个pd.series 选择合适的地区 area; 通过上市年份进行排序; 通过任意变量进行个数的统计 count; 变成 累计和 cumsum; \n",
    "dat = df_basic[df_basic['area']==loc].groupby('list_year')['industry'].count().cumsum()\n",
    "plt.plot(dat, color = 'red')\n",
    "plt.bar(dat.index,dat.values)\n",
    "plt.title(loc + ' 上市公司数量增加趋势')\n",
    "\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "loc_list = ['上海','浙江','山东','福建']\n",
    "df_locs = pd.DataFrame()\n",
    "for _, name in enumerate(loc_list):\n",
    "    dat = df_basic[df_basic['area']==name].groupby('list_year')['industry'].count().sort_index().cumsum()\n",
    "    dat_ = pd.DataFrame({name:dat.values}, index=dat.index)\n",
    "    df_locs = pd.concat([df_locs, dat_], axis = 1, join ='outer')\n",
    "df_locs.sort_index(inplace=True)\n",
    "\n",
    "# 作图\n",
    "df_locs.fillna(method='bfill').plot(xlabel='年份', ylabel='上市公司数量')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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g0apbSy2SQOOEFi1axJdffklaWlqN9n/55ZcJCwvj5ZdfrrK9ct4aIYQQTkJRzpgd+Hp1a6llEmic0O+//869997L0aNHL7hvVlYW33zzDQEBATz22GO27RUVFfTo0YMff/yxLksVQghRn07sgKIT4O4LTQeqXU2tkon1nJDLqR7rQUFBZ71WWFjI6NGjba0vmZmZFBcX4+/vz+jRo237FRQUkJCQwPjx4wkPD2fw4MH1UrsQQog6VNk602IIuHmqW0stk0DjBF544QXCwsKYPHkyWu3Z10MzMjKYMWMGPXv25Pbbb+ePP/7Ay8uLY8eO0bFjR7p3786SJUvQarWEh4ercARCCCHqhZPNDnwmueRUDUVRKK0oVeV2Kf1W5s6dy3fffVdtmAEwGAx88MEHfPfddwB4eXlhsVi48847cXNzY8GCBSxcuJCIiAimT59+WedOCCGEnco9CLlJoHGFlkPVrqbWSQtNNcpMZfT+obcqv3vzuM14u3lf9M+5up77j7LyEpSPj49t23PPPcfatWv5888/iY2Ntf18ZGQkAJ999hlbt27ls88+s/28EEIIB1Z5uanpAPAKULWUuiCBpgE6ceIEX375Jb6+vrzxxhu88cYbnDhxAoA333yTb775hu3bt1NcXExoaChvvPGGyhULIYS4bLbZgZ1j7ab/kkBTDS9XLzaP26za765rjRo1YsOGDRiNRlq1aoWrqytz5sxh8uTJPPnkk9xzzz3SKiOEEM6kKBPSt1oft5ZA02C4uLhc0mUfR9K8eXNmzJjBe++9x//93//h5WUNUi4uLrz33nucOHGCxx9/nOjoaJUrFUIIcdkqLzdF9QD/SHVrqSPSKbiBys/P5+2336ZDhw7cc889tu1arZYnnniC7Oxs2rdvz+rVq9UrUgghRO2oDDROerkJJNA4hUsZGfXggw8yfPhwli1bhr+//1mvv/baa+j1ep544onaKFEIIYRaDIVwdK31sZPNDnwmueTk4A4ePMjx48cpKChg0KBBACQlJQFw11134ePjg8FgAE4Hn3fffZeRI0dy2223kZeXx6effsrcuXMB8PDwAKBx48bcfvvttG/fvp6PSAghRK06+DdYKiCkFYS0VLuaOiOBxsG1bNmSFStWkJOTwy233FLtPseOHSM2NpaQkBAKCwt58MEH8fS0zhAZFBTE0KFDefLJJ2nXrh39+/e3/VzlvDVCCCEcWKLzTqZ3Jgk0TuBCyxI0btyYwsLCai8tAbRt25by8vK6KE0IIYSaKgzWFhpw+kAjfWgaABcXl3OGGSGEEE7s6FooLwa/SGjUVe1q6pQEGiGEEMJZJf5uvW8zAjTO/ZXv3EcnhBBCNFQWMyT9aX3sxMO1K0mgEUIIIZxR+lYoyQEPHcT2v/D+Dk4CjRBCCOGMDpy63NRqOGjd1K2lHkigEUIIIZyNojSI2YHPJIFGCCGEcDbZ+yH/KGg9oMUQtaupFxJoGojHH3+cd99997z7dOrUibi4OIqLi+upKiGEEHWisnWm+ZXg4atuLfVEJtZzAlOnTuWvv/7iu+++499//2XRokVn7bN+/XpMJhMtWrRgwIABVFRUMGnSJP7v//6PXr16AeDu7k56ejoVFRU888wzPPvss/j4+NTz0QghhLhsDWR24DNJoHECEyZM4O2332bv3r3cddddPPbYY7i4uNheNxqN6PV6QkNDWbVqFS+//DL5+fksXLiQxMRE+vbty8GDBzl06BBlZWVcccUV7N+/nz///JPt27ejcfK5C4QQwqkUpEJGArhooPU1aldTb+SbyoEtWbKEQYMG8cgjj9CuXTt+//13cnJyeOihh+jZsyeJiYkkJiby448/EhUVxYcffsjgwYN57733iIyMRKPRMGfOHJ5++mm+++472rZtS1BQEL/88gtgXahyypQplJWVqXykQgghaizxD+t9TBz4hKhbSz2SFppqKIqCotKXuIuXV5XWlfO55ppruO6669BoNDz11FO89dZbBAcHo9FoyMnJoU2bNgDk5uZSUVFhW/4gPz+f2bNnM2HCBMLDw9m3bx8ajYbi4mIqKirYs2cPAL6+vgwZMoSysjK8vLzq5oCFEELUrn2/We/bNpzLTSCBplpKWRlJ3bqr8rtb79iOi7d3jfZ1c7POK3Ds2DHmzp3L5MmTmT17Ng8//DCZmZkMGjQIgMLCQgBMJhMAr7/+OhUVFYwYMQKz2cyWLVuIj48nLS2NsrIyZs2aBUB0dDQjRjSM4X5CCOEUTuyCtE2gcYX2N6hdTb2SS05O4L777qOsrIwuXbqQkJBAaGgoc+fOZfXq1axevZq///6bkSNH0rx5czIyMvjhhx/o1KkTr7zyCj169GD48OGsXr2aLl26EBoayrp16+jbty8TJkxQ+9CEEEJcjM1zrPftRoN/I1VLqW8uiqIoahcBUFBQwDfffMPjjz9eJ++v1+vR6XQUFhaetfK0wWDg6NGjNG3aFE9PT4e55ASwdu1arrrqKqKiolAUhSZNmrBu3Tp69+5NSUkJGRkZtGzZkpSUFPLz81m8eDFt2rTB09OTcePGceTIEeLi4sjIyGDXrl2UlZXRp08fDh8+TNOmTVm7du05f/d/z5sQQggVFWXB+x3AXA73roJoda401LbzfX+fSdUWmpdeegkXFxdcXFwIDAykpKQEgPfff5/bbruNG264gX///de2f2pqKjfddBN33303kydPxmg01kldLi4uaLy9VbldTJjJzc1l//79jBkzBoBevXoREmLtALZ06VLuueceTp48yfr167n99tsxGo1ERkayatUqwsPDycjIoGfPnvz4449VWmhWr17NrFmzKC0tJSMjo07OsRBCiFq27StrmInu6TRh5mKo2ofGx8eHt956y/b8yiuv5Pfff+ezzz5j7969nDhxgg4dOpCcnExYWBg33HADU6dO5dZbb+X+++/nhRdeYMaMGSoegbp0Oh2TJk0iPj4egF9++YWffvqJ3377jVGjRpGVlQXA4MGDOXz4MABhYWHk5eWxYcMGDh06hKIotr42lS00lc99fX35+uuveeaZZ+r92IQQQlwEkxG2fWl9HDdZ3VpUomqgiYiIYPz48VW2Pfroo/Tr1w+NRkN0dDQhISF8/PHH9OvXjx07dtC/v3XF0AEDBvDggw/y7LPPVtsEZTQaq7Tg6PX6uj0YFVR2Cq7O4sWL+e677/jf//7H6tWrefLJJ3nnnXcAuP/+++nbty9ubm6sW7fO1qozYMAADh06xOrVq+ujfCGEELVl76/WlbX9GkHbkWpXowpVA012djYxMTHo9Xr69+/P7Nmz2bp1KwMHDrTtExoayvLly22Tu4WGhtrui4qK2LhxI8OHDz/rvadPn87LL79cPweisjO7QdWkS5SPjw8eHh60atWKtm3b0q5dO0JDQ8nIyCAwMJCxY8diMBgoKyvD09OTr7/+2hZ6hBBC2BlFgU2fWB/3uq9BrKxdHVUDTcuWLXnzzTfJyMjglVde4eqrr6aiogJX19Nlubu7k5mZaevLUfmau7s7AHl5edW+97Rp03jiiSdsz/V6PTExMXV1KKpr3rw5YA00np6e3HjjjWg0GgYOHMigQYM4evQoUVFRuLu788knn/Dwww8zfvx4vv/+e3799Vd2797NyZMnKSkp4cCBA7ZgNGvWLAkzQghhz45tgMzd4OoF3e9UuxrVqBpoRo483Sym0WiYMmUKrq6ulJaW2raXl5cTFRVFREQEAKWlpfj6+lJeXg5AVFRUte/t4eGBh4dHHVZvP77//nvb43HjxjFu3Lhz7rtnzx6aN2/O1VdfDViXTZDh2UII4cA2fWy973wLeAepW4uK7GYemjZt2uDu7k7Hjh2rjKzJzc2lT58+9OnTB8D2Wm5uLt7e3nTq1EmVeh1Vx44dbWFGCCGEg8tPgaRTSx30bpidgSupFmiOHTvG559/bnu+detWpkyZwquvvkp8fDwVFRVkZGSQlZXFww8/zLBhw+jZsyerVq0CID4+nkmTJhEQEKDSEQghhBAq2/I5KBZodiWEtVG7GlWpdsnJYDDw9ddfs3LlSq666iqCg4OZPHkyWq2W5557jjvuuIPy8nJ+/fVXIiMjAevcKpMmTWLbtm0oisLrr79eqzXZyRyDDkPOlxBCqMhYBDvmWR/HPahuLXbAbmYKrmvnm2nQbDbb5roJDg5WqULHc/LkSbKzs2nVqhVarVbtcoQQomHZ/Bn8ORWCW8BDW0FjN71IalVNZwqWxSkBrVZLQEAA2dnZAHhf5Iy9DY2iKJSWlpKdnU1AQICEGSGEqG8Wy+l1m3pPctowczEk0JxSOYqqMtSICwsICLCdNyGEEPXo0N+Qdxg8dND5NrWrsQsSaE5xcXEhMjKSsLAwKioq1C7H7rm5uUnLjBBCqKVyIr1u48HDV91a7IQEmv/QarXyRS2EEMJ+ZR+AI/+CiwZ63a92NXZDLroJIYQQjqSydabNCAhsom4tdkQCjRBCCOEoSvNg98/WxzJUuwoJNEIIIYSj2P41mAwQ0Qka91G7GrsigUYIIYRwBOYK2PKF9XHcgyDTi1QhgUYIIYRwBPsXQ9EJ8AmDDjeqXY3dkUAjhBBCOILKifR63gOuHurWYock0AghhBD2Ln0bpG8FrTv0uFvtauySBBohhBDC3lUO1e5wM/iGqVuLnZJAI4QQQtgz/QnYv8j6OG6SqqXYMwk0QgghhD3b+gVYTNCkH0R2VrsauyWBRgghhLBX5aWw7Wvr47jJ6tZi5yTQCCGEEPZqz3woy4OAxtD6WrWrsWsSaIQQQgh7pCiw6dRQ7V4PgEYWTj4fCTRCCCGEPTqyGnIOgJsPdL1D7WrsngQaIYQQwh5VTqTX9XbwClC1FEcggUYIIYSwN+nbIPkv6+NeD6hbi4OQQCOEEELYk6PrYO5o6+M210FIC1XLcRSuahcghBBCiFMSl8Evd4HZCLH9YfQnalfkMCTQCCGEEPZg1w+w+GFQzNYh2jd/DW6ealflMOSSkxBCCKG2jbNh0WRrmOk8DsbOkzBzkaSFRgghhFCLosCq12Dd29bncQ/BsNdAI+0NF0sCjRBCCKEGixn+eBK2fWV9Pvh56D8FXFzUrctBSaARQggh6pupHH57APYtBFxgxDvQ8x61q3JoEmiEEEKI+lReAvMnwKF/QOMGN34KHW5SuyqHJ4FGCCGEqC9l+fDDLZC2Gdy84ZZ50GKI2lU5BQk0QgghRH0oyoR5N0D2fvDUwbhfoHFvtatyGhJohBBCiLqWd8Q6+2/BMfCNgPELIby92lU5FQk0QgghRF3K3Avf3QjFWRAYC+MXQVBTtatyOhJohBBCiLqSsh5+ug0MhRDW3toy4xehdlVOSQKNEEIIUdtKcuGfl2Dnd4ACMXEw7ifwClS7MqclgUYIIYSoLWaTdaK8f1+ztsqAdSmDEe+Au7e6tTk5CTRCCCFEbUhZD39Mhex91ucRneDat2UkUz2RQCOEEEJcDv0JWPE87F1gfe4VaF3GoPudoNGqWlpDIoFGCCGEuBSmctg0G9a8BRUlgAv0uMsaZryD1K6uwZFAI4QQQlysQ//An/8HJw9Zn0f3gmvfgkZdVC2rIZNAI4QQQtRUfgr89QwkLbM+9wmDoa9Ap1tAo1G1tIZOAo0QQghxIeWlsP59iH8fzEZw0ULcZBj4lHUZA6E6CTRCCCHE+RSkwTfXQkGq9XnTAXDNTAhrq25dogoJNEIIIcT5bJ5jDTP+UTD8DWg3Clxc1K7K7pgtClqNeudFLvgJIYQQ56IokLjU+vjqN6H9aAkz1VibnMOID9eRpTeoVoNdBBq9Xk+bNm1ISUlBURSefvppJk6cyOjRo9mzZ49tv4SEBEaPHs3EiRN55plnUBRFxaqFEEI4vez91o7Arp7Q4iq1q7FLa5NzuG/uNhIzi/hk9WHV6lD9kpPFYmH8+PEkJSUB8NFHH7Fr1y7++usvNmzYwIgRIzh06BAWi4URI0awYMEC4uLiGDZsGHPmzGHy5MkqH4EQQgindeBU60zzweDuo24tdqgyzBhNFoa0DeeZa9XrV6R6C82bb75JixYtAGu4mTlzJv379wcgLi6OrKwsfvjhB+bNm0dOTg69evUCYMCAAcycOfOcrTRGoxG9Xl/lJoQQQlyUystNbUaoW4cd+m+Y+fj2bri7qhcrVA00P//8M+3bt6djx44ApKenk56eTmhoqLU4jYagoCCWL1/Oxo0bCQ4ORnNqnH9oaCgpKSkkJydX+97Tp09Hp9PZbjExMfVzUEIIIZxD/jHI3A0uGmh1tdrV2BV7CzOgYqDZvn07aWlpjBo1yrbNw8MDAFfX01fC3N3dycvLIyMj46ztAHl5edW+/7Rp0ygsLLTd0tLS6uIwhBBCOKukP6z3jfuCT4i6tdiRtck53GtnYQZU7EPzwgsvsH79el577TXKy8sB6yUmgNLSUtt+5eXlREVFoSgKW7durbIdICoqqtr39/DwsAUkIYQQ4qIlnpoNWC432VSGmXKThaHtwpk9zj7CDKjYQrNs2TIKCgooKCjg448/BuDw4cNER0eTkZEBWPvU5OXl0adPH/r06UNBQQEGg3VIWG5uLjExMURHR6t1CEIIIZxVyUk4tt76WAINYN9hBuygU/CZNBoN06ZNY9WqVQBs3bqVkJAQxo8fz4QJE2jUqBFr1qwBID4+nqlTp9r61AghhBC1JvkvUCwQ0RECm6hdjersPcyAHQzb/q8HH3yQnJwcJkyYgF6vZ+nSpXh6egKwcuVKpkyZwvz582nfvj0PP/ywytUKIYRwSrbRTdepW4cdcIQwA+CiNJDZ6fR6PTqdjsLCQvz9/dUuRwghhL0qL4GZzcBkgEnrIaKD2hWpZs2p0Uxqhpmafn9fUlU7duxg7ty51b6mKAqPPvropbytEEIIob5DK61hJqAJhLdXuxrVnBlmhtlxy0ylGldmMplsjydMmEBBQQGrV6/GaDRisVioqKhg165dPPTQQ8yePbtOihVCCCHqXOXoprbXN9h1m/4bZj6y8zADNexDM2/ePN555x169eqFyWTitttuY8mSJUyZMgWLxQKAr68vwcHBfPTRRyxfvrxOixZCCCHqhLnC2iEYGuzoJkcMM1DDQPPGG2+QlJTE7t27Abjrrrvw9PQkODiYPn36UFxczJ49e3jxxRdp0qQJTZpIj3AhhBAO6Nh6MBSAdwjE9Fa7mnrnqGEGanjJafbs2fz5559cccUV5Ofns3HjRoYOHUq7du145513ePrpp2nbti1t26q3KJUQQghx2SovN7W+BjRadWupZwezihw2zEANW2g8PT3x8PDA1dUVnU6Hoii4uLhQVlaGXq+ntLQUs9lMSUkJiqJU6W8jhBBCOARFOWN24IY1XFtRFF5Zup9yk4X+LUMcLsxADQPNuUZ2p6en0717d9vzIUOG1E5VQgghRH07sRP0x8HNB5oNUruaerXyQDbrDubirtXw+uiODhdm4DIn1gsKCuLGG2+koKCAtWvXMmTIENzc3Pjrr79qqz4hhBCiflROptdyCLh5qltLPSo3WXj9jwMA3NO/KY2DvVWu6NJcVqAJDg7mscce4+jRo6SlpXHffffh4+NDYmJibdUnhBBC1A/b5abr1a2jnn27IYWjuSWE+nnw0JUt1C7nktUo0OTk5PDOO+9w8OBBxo0bh7u7OwAnT54kPj6enJwc8vPzKSoqwsfHp04LFkIIIWpd7iHISQSNK7QcqnY19Sa32MiHKw8CMHV4a3w97G5FpBqrUeWrV68mLS0NLy8v4uPjad++Pampqezdu5c777zTtt/ixYu577776qpWIYQQom5UXm6K7Q9eAaqWUp/eWZFMkdFExygdN3eLVrucy1KjQPP+++/z/vvv255nZWXx7rvv8ueff6LVWoe1WSwWfH19CQ8PP2cnYiGEEMIu2WYHbjijm/af0PPz1lQAXri+HRqNY8+KfEltSxaLhdDQUIYNG1bt6/feey/l5eW2S1NCCCGE3SrKhPQt1setr1W3lnpiHaa9D4sC13WKpGdskNolXbZLCjR+fn48+eST1b5mNpu5/fbbL6soIYQQot4k/WG9j+oB/o3UraWe/LU3k01H8vBw1TDtWueYFPeiB5p/88033Hjjjed8/dFHHyU/P/+yihJCCCHqjW10U8NYu8lQYbYN035gQDOiArxUrqh2XFSgKS4uZtq0aezYsYPevXvzwQcfkJSUZHs9JyeHL7/8kpEjR9Z6oUIIIUStMxTCkTXWx20bxnDtL+OPkp5fRoS/J5MGNVe7nFpT40tORUVF+Pn5ceDAAYKCgsjLy2Pr1q088cQT9OzZk6eeeorff/+d8vJyrr766rqsWQghhKgdB/8GSwWEtIKQlmpXU+ey9QZm/3sIgKevaYO3u+MO0/6vGrXQbN68mQ4dOvD6669TWFjIwIEDyc3NZceOHXzzzTc0adKEsWPHMnfuXKZMmcKzzz5b13ULIYQQl69yuHYDudw0c3kSpeVmujYOYFQX5+ovVKNAs23bNtLS0nj++edp3rw5SUlJ7NixA1dXV4qKiti/fz99+/bltttuo6ysrK5rFkIIIS6fyWhtoYEGMTvw7vQCFmxPB+DF69vj4uLYw7T/y0WpwaQxZWVlnDhxgoyMDA4cOMA///xDQkICGo2Gr776ipYtWxIcHAzA/PnzSUlJ4amnnqrz4i+GXq9Hp9NRWFiIv7+/2uUIIYRQW/IK+GEM+EXC//aDxvEWZKwpRVEYM2cj247lc2PXKN69pYvaJdVYTb+/a/Sn5+Xlxbp169i9ezc//vgjV1xxBXPnzmX06NGsX7+eV155hZKSEsxmM2lpafj4+LBr167aOhYhhBCi9p15ucmJwwzA77sz2HYsHy83LU9d3UbtcupEjf8EDx06xLvvvsvIkSOxWCxMmDCBtLQ0vL29mTVrFs2aNWPs2LE89dRTdO3alf3799dl3UIIIcSls5hPzz/j5P1nysrNTD81TPvBQc2J0DnnSuI16t68adMmXFxc6N27N/PmzUOn0xEdHU1sbCyNGzembdu29OnTh7lz5zJmzBj69u1L9+7d67p2IYQQ4tKkb4WSHPDQQZMr1K6mTn269jAZhQaiAry4b0AztcupMzUKNPHx8UyfPh2NRoOiKFgsFlxcXFizxjp2Pzw8nKeffpr169ezc+dOSktL8fb2rtPChRBCiEtWebmp1XBwdd5lek4UlDFnzWEApl3bBk83rcoV1Z0aXXJ68sknKS4uZuzYscyYMYPAwECCg4NZs2YNL774ItnZ2XTq1ImhQ4cyY8YMfvvtt7quWwghhLg0igIHGsZw7Rl/JWKosNArNogRHSPVLqdO1XhGnZ9//pnCwkJ0Oh3PP/88HTt25I033mDu3Ln8/fff3H777TRr1owhQ4bw2Wef1WXNQgghxKXLPgD5R0HrAS2GqF1Nndl+LJ/Fu07g4mJdTdvZhmn/V40DzZAhQ5g4cSLJyckkJyczePBgevfuzb///sugQYO4//77bfv27NmzTooVQgghLlvl2k3NrwQPX3VrqSMWi8Irv+8DYGz3GDpE6VSuqO7VaB4aZyDz0AghhADg0wGQkQAjZ0G3CWpXUyd+3Z7OlF8S8PVw5d8nBxHq56F2SZesVuehEUIIIZxCQZo1zLhooPW1aldTJ0qMJmb8lQjAw4NbOHSYuRg1vuT02muvsXfv3guOXnJ3d+eee+6Ry05CCCHsT+Xlppg48AlRt5Y6MvvfQ2QXGWkS7M1d/WLVLqfe1DjQzJ49m6ysrBrtu3v3bjZs2HDJRQkhhBB1onK4dtvr1K2jjuxKK+DTtUcAePbatni4Ou8w7f+qcaCJjY1l06ZNpKam4uvrS1BQULX7PfPMM/z999+1VqAQQghRK0rz4Nip/2w74XDtsnIzT/y8C7NF4frOjRjWPkLtkupVjfvQeHl5ERUVxf/+9z88PDwIDAxk//79eHl54eXlhaenJ9HR0Vx99dUcPHiwLmsWQgghLl7yX6CYIbwjBMaqXU2te/PPAxzJLSHc34NXR7VXu5x6V+MWGoDU1FROnjwJwP33388vv/xS5fXZs2dzyy23oNM5//AwIYQQDqay/4wTts6sTc7h243HAHh7TGcCvJ139uNzuahA06xZM+bMmYOiKLi6unLFFVfQrJl1XYh9+/YRHR1NYGBgnRQqhBBCXLI9C5x2McqC0nKmLkgAYGKfJvRvGapyReq4qEBTycXFhRkzZrB69Wpuv/12AN555x2uu845O1kJIYRwYAd+h4X3g2KBHndDZCe1K6pVzy/eR5beSLNQH56+pq3a5ajmsuahOXMaZWefUlkIIYQDSl4Bv9xl7TvT+Ta49h21K6pVi3cd5/eEE2g1Lrw3tgte7g1nVNN/XVILDViHZr/99tssXWodApeUlERhYSEvv/xyrRUnhBBCXLIjq+HnO8BSAe1vgJEfgcZ55pPNKCzj+UV7AXhkcAs6xwSoW5DKahxodDodBoMBAEVR+Oabb9i1axe7du2y7bN3715efPFFNE70gRFCCOGAjm2AH28DsxFaj4AbPwftJf8f3u5YLApPLdiN3mCic7SOh65soXZJqqvxn+5vv/0GWMOMwWDgvffe48MPP6yyj8VikTAjhBBCXenb4fuxUFFqXU17zNegdVO7qlo1d2MK6w7m4umm4d1buuCmle/ei46rPXv2RKfT4erqPElXCCGEk8hIgO9ugPIiiO0Pt3wHrs61ltGh7GKm/2ldq+mZa9vSPNQ5Vwy/WBcd6YKDg21hpri4mIKCgtquSQghhLh42Qdg7mgwFFrXarrtJ3DzUruqWlVhtvDE/F0YTRb6twxhfFwTtUuyG5fVRvXtt9/y/vvv11IpQgghxCXKPQTfjoSyPGjUFW6fDx7O13Ixa9UhdqcXovNy462bO8sI4zNccqCpqKhg9uzZvPbaa1VmDN6yZQvHjx+v0XscOXKEK664Am9vb4YMGUJBQQGKovD0008zceJERo8ezZ49e2z7JyQkMHr0aCZOnMgzzzyDoiiXWr4QQghnkZ8Cc0dCSbZ1WYM7FoKn881YvyutgNn/HgLgtdEdiNB5qlyRfbnkjjBPP/00iYmJtGjRgkGDBgHwyCOP8PHHHxMVFUVqauoF36OyhWfHjh088MADrF69mrS0NHbt2sVff/3Fhg0bGDFiBIcOHcJisTBixAgWLFhAXFwcw4YNY86cOUyePPlSD0EIIYSjKzxubZnRH4eQ1jBhEXhXv3iyIztz4cmRnRtxfedGapdkd2rcQrNlyxYAysrKuPfee3nvvfe47rrr2LhxI6Ghofz+++/Mnj2byMhI+vfvX6P3fOKJJ+jRowcjR46kffv2DB48mJkzZ9p+Pi4ujqysLH744QfmzZtHTk4OvXr1AmDAgAHMnDlTWmmEEKKhKsqytswUHIOgZjBxCfiEqF1VnZh+auHJCH9PXh3VQe1y7FKNW2jGjx9Pz549OXToEJ06dWLt2rX069fPdv3u+++/Jz4+nk8//ZRvv/22Ru+p0+nIzc3l3nvv5amnnqKgoID09HRCQ63rUGg0GoKCgli+fDleXl4EBwfbhoWHhoaSkpJCcnIyrVu3Puu9jUYjRqPR9lyv19f0UIUQQti7kpMwdxScPAS6xjBhCfhFqF1VnViTnMPcUwtPvjWmEzpv5xqCXltqHGgWL15M48aN8fb2Bqzz0QwdOpTvvvsOPz8/PvzwQ8LCwrjzzjtr/MuLioqYMWMG7du3Z/LkybbWlzOHhLu7u5OXl4dGozlrO0BeXl617z19+nSZtVgIIZxRWT7MGwU5B8CvkbVlJiBG7arqREFpOVN/sS48eWff2Aa78GRN1PiSU7NmzUhMTLQ937p1K6tWraJjx45s3LiRsLAwwNrR9+TJkzV6Tz8/P9566y1mzJjBE088werVqwEoLS217VNeXk5UVBQRERFnbQeIioqq9r2nTZtGYWGh7ZaWllbTQxVCCGGvDHr47ibI3AM+YdYwE9RU7arqhKIoPLtoL9lF1oUn/+/qNmqXZNdqHGgWLFjAVVddxRdffAGAp6cnN954I0ajkWuvvZZ58+YBoNVq2bRp00UXEhkZiZubGyEhIWRkZADWmYfz8vLo06cPffr0oaCgwLb8Qm5uLjExMURHR1f7fh4eHvj7+1e5CSGEcGAWM/x6DxzfDl5BMGExhLRUu6o6syThBMt2Z+CqceH9Wxr2wpM1cVGBprCwkAceeIDBgwcTERHBggULOH78OK+88gqPP/44n376Ka6urmzcuPGC77dv3z4+/vhj2/PVq1fzv//9j5dffplVq1YB1lagkJAQxo8fz4QJE2jUqBFr1qwBID4+nqlTp8pSC0II0VCsfAUOrgBXL7jjVwhvp3ZFdSYps+iMhSdb0ik6QN2CHICLUsNhQuXl5Wzbto2//vqLuXPnYjab+ffff2nRwrogVk5ODpMmTWLx4sUMGDDAFkrOJSEhgVtvvZWePXvStm1bPD09efTRR9Fqtbz88sscPnwYvV7Piy++SNeuXQE4ePAgU6ZMITQ0lMDAQN56660aTyqk1+vR6XQUFhZKa40QQjia3fNh4X3Wxzd/BR1uUreeOvTX3kyemL+L0nIzXWICWDCpD64NeK2mmn5/1zjQnElRFL799lvee+89Vq5cSUiIdZjc8ePHadGiBaNHj+bHH3+89OrrgAQaIYRwUMe3w1fXWFfO7j8FrnpB7YrqhMWiMGvVId77JxmAfi2C+ei2bgT6uKtcmbrqNNBUOnLkCB9//DFvv/22bZvRaMTDw/4WApNAI4QQDqgoEz4bBEUZ0OoauPUHcMKuBiVGE1PmJ/DXvkwA7uoXy7PXtm3QLTOV6iXQgLVVxmQy0aSJfS+QJYFGCCEcTIUBvhkBx7dBaBu452/wdL5/v9PySrlv7jYSM4tw12p47YYOjO3hnMPQL0VNv78vaumDkpISfHx8qmw717BpIYQQ4pIpCiz9nzXMeAbAbT86ZZjZcCiXh37YQX5pBaF+Hsy5ozvdmwSqXZZDqnFbVmlpKQ888EBd1iKEEEJYbZwNCT+AixbGfmtd2sCJKIrCtxtSGP/VFvJLK+gcreP3h6+QMHMZatxC88UXX3DkyBHAOsT6iSee4IorrrC9rtVqGTRoEKNGjar9KoUQQjQch/6Bv5+3Pr56OjQbpGo5tc1oMvPCon38vM064esNXaOYfmNHPN1knpnLUeNAM27cOLZu3QrAww8/zP79+9m1a1eVfT777DNyc3Px8vKq1SKFEEI0ELmH4Je7QbFA1/HQ6361K6pV2UUGJn+3g+3H8tG4wLRr2nJv/6Y1noJEnFuNA01ISAgtW1pnZLzrrrs4fPgwvXv3tr2+fft2/vjjDwoLCyXQCCGEuHiGQvjxVjAWQkwcjHgHnOiLfnd6AQ/M205GoQE/T1c+GteNga1kbabaclGdgiuNHj2a7du3M3bsWNu2uLg4Jk6cSESEc652KoQQog5ZzLDgHjh5EPyj4ZZ54Gp/U4BcqsW7jvPUgt0YTRaah/rw+YQeNAv1Vbssp1KjQLN69WpWrlxJeno63377LTk5ORw9etS2rhKAyWTC1dWVPXv2EBUVxdChQ+usaCGEEE7mn5fg0N/WZQ1u/R58w9SuqFaYLQozlyfy6RprH9TBbcJ4/9Yu+Hu6qVxZ7cssySTcO1y1y2c1moemRYsWHD9+nE6dOrF169bzFqsoCqGhoWRlZdVqoZdL5qERQgg7lfAT/HZqFK2TLGtw7GQJy/ZksGTXCRIziwB4cFBzpgxrjVbjPJfRzBYz60+s5+ekn1mXvo4vh39Jz4ietfo7anUemmbNmrFq1SqmT5/OuHHjyM3NJS0tzbbG0pkURcHdvWFP0yyEEKKG0rfDkketj/s/6dBhpjLE/LEng73H9bbtXm5aZt7cies7N1KxutqVU5rDb4d+Y0HyAjJKMmzbd2TtqPVAU1M1CjS//vorfn5+REZG8thjj3H48OGz+tAIIYQQF0WfAT+Ns67R1PpauPJZtSu6aOcKMVqNC32aBTOiUyTD20cQ5ATrMVkUC1sytzA/aT7/pv6LSTEBoPPQMbr5aG5udTOxuljV6qtRoPHz86vyvLCwkG+//Za9e/dW2a7VannggQekY7AQQojzqzDAz7dDcSaEtoUbPnWYNZoaUogBKDAUsPjwYn5J/oVj+mO27V1CuzC29ViGNhmKp6unihVaXdIopwULFvDnn3/y559/Vtnu4uJCdHQ099xzT60UJ4QQwgmVl8Dih62raHsFwm0/2P2yBqknS1m650S1IaZv82Cu7ehcIUZRFBJyEpifNJ/lKcspt5QD4OPmw3XNrmNMqzG0DmqtcpVVXfKw7auuuuqs7UajkU6dOl12UUIIIZzUwb9h2RNQkGpd1mDMN3a/rMHiXcf538+7sJwaQuOsIQaguLyYpUeWMj95PgfzD9q2twlqw9jWY7m26bX4uPmc5x3Uc1GBJjY2FoBevXqdd78NGzbQt2/fSy5KCCGEkynKgr+ehn0Lrc91MXDd+3a/rMGh7CKe/nUPFgV6NQ3ihq5RThdiKiXlJXHvinspMBYA4KH14Jqm1zC21Vg6hHSw+9mMLyrQTJgwwfZ4165ddOnS5ax9Hn30UbZt28aGDRsuuzghhBAOzmKBHd/CPy9aZwJ20UDvyXDlM+Bh3xPLlZWbeej7nZRVmOnbPJh59/R2qiHXZ8o35PPYv49RYCygsV9jbmtzG9c3vx6dh07t0mrski45/fTTTzz33HMcOnSoyvYjR47w3Xff0aZNm1opTgghhAPLToSlj0PqRuvzyM5w/QfQ6OwpP+zRS0v2kZRVRIivB+/f2sVpw0yFpYInVj/B8eLjxPjF8MOIHxwqyFS66C7lFouF559/HovFctZrzZo1Y+/evbi5Od8MiEIIIWqowgCrXoM5V1jDjJsPDH8D7l3lMGFm4Y50ft6WhosLfHhrF8L81B/FU1dmbJnBtqxt+Lj5MGvwLIcMM3AJLTQajYbt27czbNiwal9v1KgRWq0sgS6EEA3S0bXw++OQd9j6vNXVcO3bEBCjalkX41B2Ec/+Zp2W5LGrWtK3RYjKFdWd+Unz+TnpZ1xw4c3+b9I8oLnaJV2yS7rk5O/vj7e3d23XIoQQwlGV5sGK52DX99bnvhFwzQxoN8qhVsw+s99MvxbBPDK4pdol1ZmtmVuZvnk6AI92e5RBMYPULegy1SjQFBUVsXjxYpo1Oz20rrCwkI0bN1LdUlA1WB5KCCGEM1AU2P0zLH8GSk8CLtDjbhjyIng63qWLyn4zoX4evH9LV6ftN3O8+DhTVk/BpJi4JvYa7ung+PPH1SjQJCQkMGHChCpDthRF4Yorrqh2/969e9dOdUIIIeqHooC5HCpKrX1gKkrBZICKsmq2nfH86Fo4usb6HmHtrJ1+Y84/tYe9quw3o3GBD27tQqifh9ol1YnSilIeXfUo+cZ82ga15eV+L9v9kOyaqFGgcXd356677kJTw2mpk5KSLqsoIYQQ9eToWvhjKuQkAZfYuq71gEH/B30eAVfHnJ+lar+ZVvRt7pz9ZiyKhWfjnyU5P5lgz2A+HPwhXq5eapdVK2oUaHr16nXByfTONHjw4EsuSAghRD0wFlvnhtn6xdmvuWjBzRvcPMHNC1y9rPduXuDqWfU1r0DofhcEO25n0v/2m3l4cAu1S6oznyZ8yj+p/+CmceP9K98nwsd51l68pE7BQgghHNjRtda1lApOLTTY/S4Y8CR4+FnDirZhTb3RUPrN/H3sbz5O+BiA5+Oep0tYF3ULqmUSaIQQoqH4b6uMLgZGzoLmV6pbl4oaSr+ZpLwkno1/FoA72t7BDS1vULmi2lcngcZsNtfF2wohhLhUR9fC4oesi0KCtVVm2KvWVpkGqqH0m8kz5PHoqkcpM5XRJ7IPU3pMUbukOlEngebMNZ+EEEKo6KxWmcYw8sMG3SoD1n4zD36/w+n7zVSYrcsanCg5QWO/xrw18C1cNc55caZOjuqeexx/PLsQQji8/7bK9Lgbhr7SoFtlKr24ZC/JWcVO32/mzS1vsj1ru8Mva1ATzhnThBCiIauuVWbULGg2SNWy7MWv29OZvy3d6fvN/Jz4M/OT5+OCCzP6z6BZQLML/5ADk0AjhBDORFplzutQdhHPLbL2m3l8iPP2m9mauZU3t7wJWJc1GBgzUOWK6p4EGiGEcAbSKnNBZ/abuaJFCA9d6Zz9ZtKL0nli9RPWZQ2aOseyBjUhgUYIIRydxQI/3w5HVlufS6vMWcrKzUxdkGDrN/PeLV2crt+MoigsPbKUt7e9TYGxgHbB7Xil7ytOsaxBTUigEUIIR7f+PWuYcfOGW39o8COY/mtrSh5Tf0kg5WSp0/abSdOn8eqmV9mYsRGAFgEt+ODKD/B09VS5svojgUYIIRxZ2hZY9br18TUzJcycoazczFvLk/h6w1EUBSJ1nrx5Uyen6jdTYang233fMidhDkazEXeNO5M6T+LO9nfi1sBmfJZAI4QQjqqsABbcA4oZOtwEXe9QuyK7seVoHk8tsLbKAIztEc1z17XD39N5vuQTchJ4eePLHMw/CEDviN483+d5mvg3UbkydUigEUIIR6Qo8PtjUJgKAU3guveggfSVOJ+ycjMzlyfyzYYUW6vM9Bs7Mqh1mNql1Zqi8iI+2PEB85Pmo6AQ4BHA1J5Tub7Z9Q2mv0x1JNAIIYQj2jEX9i8CjSvc/DV4Ou+EaTW15WgeUxckcMxJW2UUReGf1H94c/ObZJdlAzCy+Uie7PEkgZ6BKlenPgk0QgjhaLIT4c//sz4e/DxEd1e3HpWVlpt4a3mSU7fKZJZk8vrm11mdthqAxn6NeaHPC/SO7K1qXfZEAo0QQjiSijJYcDeYyqDZldD3UbUrUpWzt8qYLWZ+TPyRWTtnUWoqxVXjyt0d7ub+TvfjoXWukVqXSwKNEEI4khXPQfY+8AmFGz4FjUbtilRRWm5i5l9JfLvReVtlDpw8wMsbX2bfyX0AdA3rygtxL9Ai0DknBLxcEmiEEMJRHPj99EzAN8wBv3B161HJ5iMneerX3U7bKqMv1zN752x+TvoZs2LGz82Px7s/zs2tbkbj0jADbE1IoBFCCEdQkAaLH7Y+7vsItBiibj0qMFSYeXt5El/EHwWcr1XGolhYdGgRH+z4gDxDHgDDY4fzfz3/j1DvUJWrs3+qBprly5fzv//9j9TUVAYOHMg333xDSEgI06ZNIyMjg8LCQl599VU6duwIQEJCAi+++CI6nY6oqChef/31Bj1ETQjRQJhNsPA+MBRAo24w+AW1K6p3iZl6Hv9pF4mZRYDztcrsydnDG5vfYO9J68KZzXTNmNZ7GnGRcSpX5jhUCzRZWVl88803/PbbbyQmJjJ27FhefPFF2rZty65du/jrr7/YsGEDI0aM4NChQ1gsFkaMGMGCBQuIi4tj2LBhzJkzh8mTJ6t1CEIIUT/WvgWpG8HdD27+Elzd1a6o3lgsCl9vSGHGX4mUmywE+7gz46ZODGnnHJfb8gx5fLDjAxYeXAiAj5sPkztPZlzbcbhpnCOs1RfVAk1CQgJvv/02UVFRtG7dmq5du5KRkcHvv//OpEmTAIiLiyMrK4sffviBiooKcnJy6NWrFwADBgxg5syZTJo0SVpphBDOKyUe1s60Pr7uPQhqpm499Siz0MCTvyQQfygXgMFtwphxUyenWIfJZDHxc9LPzN41m6Jya6vTyOYjebzb43J56RKpFmiGDRtme2wymUhNTeXBBx9k0aJFhIZa/zA1Gg1BQUEsX74cLy8vgoOD0Zzq0R8aGkpKSgrJycm0bt36rPc3Go0YjUbbc71eX8dHJIQQtaw0D369DxQLdLkdOo1Ru6J688eeDKYt3ENhWQWebhqeG9GO23s3dor/wG7L3MYbW96wLVnQNqgtz/R+hi5hXdQtzMHZRafg1157jTFjxtiCiavr6bLc3d3Jy8tDo9GctR0gLy+v2vecPn06L7/8ch1WLYQQdUhRYPFDUHQCgltaF55sAIoMFby0ZD+/7kgHoGOUjvdv7ULzUF+VK7t8WSVZvLP9Hf48+icAOg8dj3Z9lJta3oRWo1W5OseneqD59ttv8fPz46WXXuLYsWMAlJaW2l4vLy8nKioKRVHYunVrle0AUVFR1b7vtGnTeOKJJ2zP9Xo9MTExdXEIQghR+7Z8Dkl/gNbd2m/Gw/G/0C9ka0oe//t5F+n5ZWhc4MFBLXj0qpa4uzr2UOVycznz9s/j092fUmYqwwUXxrQawyNdHyHAM0Dt8pyGqoFmyZIleHl5MWXKFADi4+OJiIggIyMDAIvFQl5eHn369EFRFObNm4fBYMDT05Pc3FxiYmKIjo6u9r09PDzw8HD866xCiAYoc491Aj2Aoa9AZGd166ljFWYLH/xzkI9XH8KiQHSgF+/d0oWesUFql1aFRbFgNBsxmowYzAbKTGUYzUYMJgMGs6HK/Zn7LDuyjBR9CgCdQzvzTO9naBfcTt2DcUKqBZrjx48zc+ZMbr31Vj766CNMJhNz5szh+eefZ968eQBs3bqVkJAQxo8fD1gvTa1Zs4bhw4cTHx/P1KlTbX1qhBDCKZSXwC93gdkIra6G3pPUrqhOHc4p5n8/72J3eiEAN3aL4qWR7e1qOPbKYyt5ffPr5JTlXPJ7BHsG80SPJ7iu2XUyOV4dUS3Q/PDDD6xfv57169fbtsXExPDggw+Sk5PDhAkT0Ov1LF26FE9PTwBWrlzJlClTmD9/Pu3bt+fhhx9Wq3whhKgbfz4FJw+CXySM+hicoBNsdRRF4Yctqby29ABlFWZ0Xm68fkMHruvUSO3Sqvjt4G+8tPElLIqlynY3jRueWk88XT3x0Hrg6ep5+rmrB15aLzxcPfDUehLlG8WtbW7Fz91PpaNoGFwURVHULqI+6PV6dDodhYWF+Pv7q12OEEKcLfEP+Ok2wAUmLoGmA9Su6Cwms4WkrCJ2pBaw81g+ydlFmC0X/rn/MlSYOZpbAkC/FsG8PaYzkTqvWq728nyz9xve2f4OADe2vJFHuj6Ct6s3HloP6cRbj2r6/a16p2AhhBCAoRCWnRrI0O9RuwkzJ4uN7EwtYEdqPjtS89mdXkhpublW3ttdq+Gpq1tzd7+maDT20xKlKAof7PiAL/d+CcBd7e/if93/5xRDxp2ZBBohhLAHf78IRRkQ1BwGTVOlBJPZQmJmETvTrK0vO1LzSTlZetZ+fh6udGkcQNfGgXSM0uHpdml9QlqE+dpdq4zZYubVTa/y68FfAXi82+Pc0/EelasSNSGBRggh1JayHrZ/bX088kNwq58veUVRSM4q5o89GWw+evKcrS8twnzpGhNAtyaBdGscSIswX7R21KJSW8rN5UxbN40Vx1agcdHwfNzz3NzqZrXLEjUkgUYIIdRUYYDfH7U+7jYRYq+o01+nKApJWUX8sTuDZXsyOJxTUuX1M1tfujUOoGtMIDpv+xlxVFdKK0p5/N/H2ZixEVeNKzP6z2BY7LAL/6CwGxJohBBCTWtmwMlD4BthnXOmDpwZYpbuyeDIGSHGXathQKtQBrcJo3sT5219OZ9CYyEP/vMgu3N34+XqxftXvk/fRn3VLktcJAk0Qgihlsw9sP4D6+MR74BXQK29dU1CzHWdIrmqbRh+djTnS33LKsli0j+TOFRwCJ2Hjo+v+phOoZ3ULktcAgk0QgihBrMJFj8MihnajoS21132W1aGmGWnLidJiDm/VH0q9/99P8eLjxPmFcanQz+lRWALtcsSl0gCjRBCqGHTx5CxCzx1cO3bl/12i3cd54OVByXE1FBSXhIP/P0AJw0naezXmM+GfUaUb/VrAwrHIIFGCCHqW94R+PcN6+Nhr4Nf+CW/VWm5iRcX7+OX7dbVqSXEXNj2rO08svIRiiqKaBPUhk+GfEKIV4jaZYnLJIFGCCHqk6LA74+Bqcw6eV7XOy75rRIz9Tz8w04OZRejcYFHBrfk3v5NJcScx9r0tTyx+gmMZiPdwrox66pZ+LvL7PHOQAKNEELUp53fwdG14OoF139wSWs1KYrCj1vSePn3fRhNFsL8PPjg1q70aR5cBwU7hwpLBb8d/I3pm6djUkwMiB7A2wPfxsvVvib2E5dOAo0QQtSXoixY8az18ZXPQFCzi34LvaGCaQv3sGx3BgCDWofyzpjOBPt61GalTkNfrufX5F/5/sD3ZJVmATCi2Qhe7fcqbhppybpciqJgys7GcOAAxsQk/IYPw6NpU1VqkUAjhBD15c+p1jWbIrtA3IMX/eO70wt4+IedpOaV4qpxYerw1tzXv5ldrYNkL9L0aXyf+D0LDy6kzFQGQJBnEBPbT+TO9neicbm05RoaMqW8HOPRo7bwYkhMxJiYiLmgwLaPNihQAo0QQji1A0th/2Jw0cLIWaCt+T+/iqLw1foU3vzzABVmhagAL2aN60q3xoF1WLDjURSFndk7mbt/LqtSV6GgANAysCXj247n2mbX4qGVlqyaMBcUYEhMwpB4Rng5fBgqKs7eWavFvWksnm3a4hal3kgxCTRCCFHXDIXwx5PWx/0eg8iaT9yWX1LO1AW7+eeA9XLJ1e0jmHFTpwaxHEFNVVgq+Dvlb+bun8u+k/ts26+IuoIJ7SYQFxknK2VfgKW8nOJ/V6NftoyyPXswZWRUu5/G1xfPNm3waNMGzzat8WjTFo+WLdB4qB8UJdAIIURd+/sF60rawS1g4P/V+Me2puTx6I87ySg04K7V8Px1bbkjrol8OZ9SXf8YD60H1ze/nvFtx9Ms4OL7KDUkiqJg2L2bwsWLKVz2B5bCwiqvu0VH49m2DR6tT4cXt6hGdvv5k0AjhBB1KSUetn9jfXz9h+DmecEfsVgUPllzmHf/TsZsUWga4sOs27rSIUpXt7U6iDR9Gt8d+I7fDv1m6x8T7BnMrW1uZWzrsQR5BqlcoX2ryMykcPESChcvpvzIEdt21/BwdCOvx3fgQDzatEHr66tilRdPAo0QQtSVijJYcmol7e53QWy/C/5IdpGBJ35OIP5QLgCjuzTitRs64uvRcP+5VhSFxLxE1qavZW36Wvbk7qnSP2ZCuwlc2/Ra3LXuKldqvyylpRT98w+FixZRsnGTdT4kwMXTE7+hQ9GNHoVPXBwuWq3KlV66hvs3RAgh6tqaGZB3GPwiYejL593VbFGYvy2Nd1YkkVtcjpeblpdHtWdM92i7beKvS2WmMjZnbGZN+hrWpq8luzS7yuv9o/ozvt146R9zHorFQunWbRQuWkTR8uVYSkttr3n37Ilu9Cj8hg93uJaYc5FAI4QQdSFjN6z/0Pp4xLvWNZuqoSgKa5JzmP5HIklZRQC0Dvfjo3FdaRnuV1/V2oUTxSdsrTBbMrdgNBttr3m5ehEXGcfA6IH0j+5PmHeYipXat4rjxyn49VcKFy+h4vhx23a3xo3RjRqJbtQo3KOjVaywbkigEUKI2mY2wZJTK2m3Gw1trq12t/0n9Ez/8wDrDlovLwV4u/Ho4JbcEdcEd1fnnyfFbDGzJ3cPa9LXsCZ9DQfzD1Z5Pco3igHRAxgYPZAeET1kyPUFGI8e5eRnn1P4++9gMgHWUUn+11yD7obReHXt6tStWRJohBCiNhWkwdq3ICMBPAPg2rfO2iWz0MA7K5JYsCMdRbEuKDmxbxMevrKl3QzHNlvM6Mv1FBgLKDQWUmAsqPZxUXmRrT/LRVEgKT+JAmOBbZPGRUOX0C4MjBnIgKgBNA9o7tRfwLXFkJTEyU8/Rf/nX7a+Md5xcQSMuRm/q65C43nhjujOQAKNEEJcLosZDq2EbV/BweWgWKzbr54OvqcvjZQYTXy69gifrz1CWYUZgOs6RfLU8DY0Dvau97INJgNbMrewLn0d6cXpVcJKUXlRvdTg5+7HFVFXMDB6IFdEXYHOQ0Zy1VRZQgK5cz6l+N9/bdt8r7ySkEkP4NW5s4qVqUMCjRBCXKribNg5zzosuyD19PamA6DXA9D2OuDMDr/J5BZb+4V0bxLIsyPa1vtsv5klmbZ+KpszNmMwG867v5+bHzoPHToPHQEeAbb7ysd+7n5oXS5tZEy4TzidQzvjqpGvoppSFIXSLVvJnfMJpRs3WTe6uOB/zdUEP/AAnq1bq1ugiuRTJIQQF0NRIGWdtTXmwO9gsfZVwDMAutwOPe6CkJandj27w2+TYG+evroNV3eIqJfLKWaLmb0n97ImzTpaKCk/qcrrET4RDIweSLvgdragUhlW/D38ZQFHO6EoCiVr15I751PKdu60bnR1RXf99QTfdx8ezdRZP8meSKARQoiaKM2DhJ+sQebkGZ1Xo3tCj7uh/Q3g5mXbrGaH3+LyYjac2MCa9DXEH48nz5Bne80FFzqHdmZA9AAGRA+gVWAr6adixxSLhaIVf5P72acY9x8AwMXdnYCbbyL4nntUXTvJ3kigEUKIc1EUSN9mDTH7FoLp1OUZd1/oNNY6Wd6pdZlOFhvZcTCLHan57DiWz5aUvHrt8FtgKGDJ4SWsTV/L9qztmBST7TVfN1/6RfVjYPRA+kX1k5l07ZyltJTy1FTK9uwh75tvKT98GAAXb28Cb72VoDsn4hYmw9b/SwKNEEL8l7EI9vxiDTKZe05vD+8APe7G1P5mEvNhZ0o+O9buYkdqPsdOlp71NvXV4Xdr5laeXvs02WWnJ5+L9Y9lYPRABsYMpEtYF7l0ZGeUigrK09MpT0mhPOUY5cdO3aekYMrMrLKvxt+foDtuJ3D8eFwDZYX1c5FAI4QQlTL3WkPM7vlQOcpH64Gh9Sh2R9zEvyVN2LGjgN1LNtpGKZ2pZZgv3RoH0q1JAL2aBtM0xKdOyzVbzHy2+zPm7J6DRbEQ6x/L2NZjGRA9gCb+Ter0d4vzU8xmzHo95vwCTNlZ1uByNOVUgEmhPD0dzGd/hippAwJwj43Fd/BgAsfd5jSz+dYlCTRCiIatogz2LbIGmfQtts35Xo351/d6vi7pzZ4droAZOL2Qn5+nK10bB9I1JoBuTQLpEhOAzqv+WkGyS7OZtm4aWzKtNY9uMZppvabh7Vb/w78bAlN+PqaMDMwFBZgLCjCduq96K7TeFxZi0ettc8Kci4uXF+6xsbjHNsE9NhaP2Fjr8yZN0AYE1M+BOREJNEKIBqXcZCE1r5Sso3vx2zuPFieW4G3WA1ChaFlu6cH35iFsNLSD/NOdZc9sfenWOJDmob5oNOp0po0/Hs+z8c+SZ8jDy9WL5+Oe5/rm16tSS0Nw8suvyH733fO2qJyLxs8P1+DgU8HljFvTWFzDwqRDdi2SQCOEcFolRhOrErPZfiyfo7klpOYU0k6/jnGaf+in3WfbL10J4UfTYOabB6H4htE0xIexIT7EhvjQoZGOzvXc+nIuFZYKZu2cxdd7vwagdWBr3h74NrG6WHULc1KKopDz7ruc/PwLALQhIbgGBqDVBaANDEAbcIGbToeLq3zN1hc500IIp1IZYpbtzuDfpGyMJgtR5HCr67+8pV1NmFsBABZc2OcTx6HGY3FpOYRhof7cH+JjF8GlOseLj/PU2qfYnbMbgFta38LUnlNlfaM6opjNZL70EgW/LAAg7MkpBN97r8pVifORQCOEcHglRhMrE7P544wQA+BLKe/7fs/VptW4nFpvyOwThqbbBDTdJ9IxoDEd1Sy8hlYeW8nzG56nqLwIPzc/Xu73MkObDFW7LKdlKS/nxJNTKVqxAjQaIl5+icAxY9QuS1yABBohhEM6V4gB62y8dzUr5LZjr+GhT7FubDoQetyNts0I0NpnK8x/Gc1G3tn2Dj8m/ghAx5COzBwwk2i/aJUrc16WkhLSH3mEkg0bcXFzo9Hbb+M/fJjaZYkakEAjhHAYFwoxIzpGcm2HCNqn/4TL38+DuRx0MXDTF9A4TsXKL94x/TGmrpnKgTzr7LB3tr+TR7s+ipuDhDFHZMrPJ+2BSRh278bF25uYj2bh07ev2mWJGpJAI4SoEyVGExmFZWQUGsgoMJBRaCBTX4beYLrwD5/j/TYePll9iOkYSftG/rgYCmDxQ5C41LpD6xEw6iPwdqyZcZcdWcYrG1+h1FRKgEcAr1/xOgOiB6hdllOryMoi9Z57KD90GK1OR8znn+HVqZPaZYmLIIFGCHHRqgsrlc8zCw2cKCyj6BKDy4WcFWIqh72mbYEFd0NhGmjdYdhr0Ot+cKBhsRXmCl7b/BoLDy4EoHt4d2b0n0G4T7jKlTm38pQUUu++h4oTJ3AND6fxl1/g0aKF2mWJiySBRghRLaPJTOrJUo7klnA0t4SjOSUcPWl9nFNkrNF7+Hm4EhngSYTOi0Y6TyJ0nui83LiUiKHRuNCtcWDVEANgscCGD2Dlq6CYIagZ3Pw1NOpyCb9FPUazkf/9+z/WHV+HCy480PkBHuj0AK4a+We6Lhn27yf1vvsxnzyJe5MmxHz5Je7RsuCjI5K/KUI0YGaLwomCMmtoySkmxRZgijmeX4blPBOd+nm6EqnzJFLnReSpsNJI52W9D/Ak3N8TP8867u9RnAO/PQCHV1qfd7gJrnsfPP3r9vfWstKKUh7991E2Z2zGU+vJu4PepX90f7XLcnql27aRNmkyluJiPNq2pfHnn+EaEqJ2WeISSaARwkkpioK+zMSJwjLbZaDMQgMnCqx9WTIKDKTnl1FutpzzPXw9XGkW6kNssA9NQ3xoFmq9jw3xwb+uw8qFHF0Lv94LxVng6gXXzIBuExzqEhNAcXkxD618iB3ZO/B29eajqz6iZ0RPtctyekX//svxx/+HYjTi1aM7MZ98gtbPT+2yxGWQQCOEg6owW0jLK+XYyVJbWDmzL0tGgaHaBRT/y12roUmwN01DfGga6kOzEB+ahvjSNMSHEF93+5ua3WKGNTNgzUxAgdA21ktM4e3UruyiFRoLmfT3JPae3Iufmx+fDP2EzqGd1S7L6RUuWcKJac+A2YzvoEFEvf8eGk9PtcsSl0kCjRB2zGJRyNQbSMktOd2X5dQtNa8U8/muCZ0S5ONOhL/1MlDEfy4RxQR60yjAC61KaxJdNP0J+PU+OBZvfd51PFwzE9wdb0HGPEMe96+4n6T8JAI8Avh06Ke0C3a8UOZo8ubOI+uNNwDwH3k9jV5/HRc3GQrvDCTQCGEH8kvKzwgsxRzNLeFITgkpJ0swVJz7kpCXm5Ymwd5EBXgRGVB9fxZPN209HkkdSl4BiyZB6Ulw97X2lenkmLO35pTmcO+KezlSeIRgz2A+H/Y5LQNbql2W01JMJsp27aLw96UU/PwzAIHjxxM+7WlcNBqVqxO1RfVAs3//fsaOHcvSpUuJjY1FURSmTZtGRkYGhYWFvPrqq3TsaJ2cPCEhgRdffBGdTkdUVBSvv/66/TWHC3EOpeWm0y0sOafuT40aKiitOOfPuWpcaBx06pLQqctCTUN8aBbiS7i/h3P/HTh5GPYvgn2LINO6hhERnWDMNxDcXMXCLl1GcQb3rriX1KJUwr3D+WLYF7K4ZB0wFxRQHL+e4tWrKV63Dkthoe21kEceJuTBB537704DpFqgKS8vZ9asWaxbt459+06vevvRRx+xa9cu/vrrLzZs2MCIESM4dOgQFouFESNGsGDBAuLi4hg2bBhz5sxh8uTJah2CEGcpN1lIyy+tGlhOPc7UG877sxH+nrZOt6c74PoSHeiFm7YB/S+yuhAD4KKFXvfB0FfA1TEXZEzTp3Hvins5UXKCKN8ovhj2hSxjUEsURaH88GGKV6+maPVqynbstA7pP0Wr0+EzYAC660bgO3CgipWKuqJaoCktLeXGG28kODiYxYsXA2CxWJg5cyaTJk0CIC4ujqysLH744QcqKirIycmhV69eAAwYMMC2r6RsUZ8q+7UcrezXknP6MlFaftl5+7UEerudCiy+VcJLbLAPXu5OcmnoUpwvxDTtD+1vgDbXg0+wWhVetiOFR7hv+X1kl2UT6x/L58M+J8InQu2yHJrFaKR0y1ZrK8yaNVSkp1d53aNlS3wHDcJ30EC8OnfGxVX1ixKiDqn2pxsQEEBAQABr1qyxbUtPTyc9PZ3Q0FAANBoNQUFBLF++HC8vL4KDg9Gcut4ZGhpKSkoKycnJtG7d+qz3NxqNGI2nJ//S6/V1fETCmSiKQn5pBUdzi219WS6mX8uZI4Zig09dJgr2IdDHvR6Pws7ZQsxvkLnn9HYXLTQdAO1HO3yIqZSUl8T9f99PniGPFgEt+HzY54R4yXwnl6IiO5uStWspWr2akg0bUUpLba+5uLvj3bs3voMG4jtwkEyQ18DYVVzNyMgAwPWMFO3u7k5eXh4ajeas7QB5eXnVvtf06dN5+eWX67Ba4cgqzBay9JXT9BvILCyzzs9yathzyslSCssu0K8l2JumwVX7tTQN8SHC31NaDf/LbLLOF6M/DinrGkSIqbQvdx8P/PMAhcZC2ga15dOhnxLoGah2WQ5DsVgw7NtvbYVZvRrDGV0UAFzDwvAdOBDfKwfhExeHxtvxRryJ2mFXgSYiwtr8WnpG4i4vLycqKgpFUdi6dWuV7QBRUdUn8GnTpvHEE0/Ynuv1emJiYuqibGGHigwVJGYWnVpbqGpYySg0kFNsRLnwiGca6TzPCCu+p+Zo8SE60AvXhtSv5XwsZijKtA6p1qdb7wuPW8OL/rj1eVGmdVmCM9lCzA3Q5jqnCjGVdmXvYvI/kymuKKZTaCc+GfIJ/u6ONYuxGiwlJZRs3EjRqUtJ5pzcKq97duyI75WD8Bs0CI+2beU/EAKws0ATExNDdHS0raXGYrGQl5dHnz59UBSFefPmYTAY8PT0JDc317Z/dTw8PPDwcMyOg+LiGSrM7DiWz/rDuWw4fJLd6YUXnKPFXashXOdhG+p85pDnJsHeNAlq4P1azuXETtj4MeSnWANLdWGlOhpX8IuE0NbQdqTThphKWzK28PCqhykzldE9vDuzr5qNj5uP2mXZrfK0NIpXr6F49WpKt2xBqTjdQqrx9sbniius/WEG9JflCUS17CrQaDQapk2bxrx58wDYunUrISEhjB8/HoDXXnuNNWvWMHz4cOLj45k6daqtT41oWCrMFnanF7LxcC7rD51ke2o+5aaq/Voa6TyJDvKuElZsjwM8CfJ2R+MoE8rZA5PROjtv/HvVt7b4NwL/KOu9Lur0Y/9o671vGGicNyCWVpSSWpRKij6FwwWH+Xrv1xjNRvpE9uGDwR/g5eqldol1wmIwVBlNVGOKguHAAduopPJDh6u87BYTY2uF8erRA4279D8T56dqoFm4cCFz5swB4Pnnn2fatGk8+OCD5OTkMGHCBPR6PUuXLsXz1JTUK1euZMqUKcyfP5/27dvz8MMPq1m+qEcWi8KBTD0bD59kw+GTbDmaR7HRVGWfMD8P+rUIoW/zYPo0DyY6UK6l15oTO2HRg5C93/q83WjocGODCSuVKswVpBenc0x/rMotRZ9Cdmn2WfsPjB7IO4PewUPr2K3FFoOB8mOplKeknHUz5+fXzi/RavHu3t02Ksm9aVO5lCQuioui1KQngePT6/XodDoKCwvx95dr2I4gv6ScP/dmEn8oh42HT5L/n8nnArzd6NMs+FSACaF5qI/8A1jb/tsq4x0CI96xdt51YoqicEx/jG1Z2zhccNgWXI4XH8d8nstrgR6BNPFvQhP/JrQLbseYVmNw0zrGtPqKyUTF8eO2oGJMSaHi2DGMKSmYTmTUye/U6nT4DByA36BB+FxxBVr5t1lUo6bf33Z1yUmIcpOF1UnZ/LojnVWJ2VSYT+dtb3ctvZoG0a95CH2aB9Mu0l8uGdWl/7bKtL8Brn0bfJyz/0JmSSabMzZbb5mbq21xAfBy9bKFlib+TYj1j7U91nno6rnqS2cuKqJ061ZKNm2idPMWjIcPg8l0zv01/v64N43FIzYW9zNubtHRlzy/i4uHhyw9IGqNBBqhOkVR2Htcz6870lmScIK8knLba+0b+TO8fQT9WgTTKTqgYc2Yq5YG0iqTZ8hjS+YWtmRsYXPGZlKLUqu87qZxo3NoZ9oFt6sSXMK8wxyyJdBSVkbZzp2UbNxEyebNGPbuPavvi4uHB+5NmlQJLO6xsbg3jUUbEOCQxy0aDgk0QjVZegOLdh7n1x3pJGcV27aH+HpwQ9dG3NQ9mjYR0gRdr47vgMUPndEqcyNc+5ZTtMoUlRexPWu7rQXmYP7BKq9rXDR0CO5Ar8he9IroRdewrni6eqpU7eVTKioo27PH2gKzcRNlu3ZVGTkE4N6kCd594vCJi8OrY0dcIyOlxUQ4LAk0ol6VlZtZsT+TX3ccJ/5gDpUjq91dNQxrF85N3aLp3zJE5nipbyYjrJkB8e+fbpW57l1oN0rtyi5JhbmCw4WHScpLIik/iYTsBPad3HdW/5dWga3oFdGL3pG96R7eHT93P5UqvnyKxYIxMfFUC8wmSrdtrzKLLoBreDg+cXHWENO7N26RkSpVK0Ttk0Aj6pyiKGxNyefX7en8sSeDojNGJ3VvEshN3aIZ0SkSnZdjdJ50OtW2yrztMHPEFBgKSMpPIjEvkeT8ZBLzEjlSeAST5ez+IE38m9Arohe9InvRM7wnwV6OcYznU37sGIWLl1C4eDEVx49XeU0bGIh37974xPXGJy4OtyZN5LKRcFoSaEStKzGaSEgrYEdqPjtSC9iZml9lhFJUgBc3dYvixm7RxIbIRGOqcbBWGYtiIVWfSlJ+kq3lJTEv8Zydd/3c/Wgd2JrWQa1pF9yOnuE9ifR1jhYJc1ER+j//pHDRYsp27LBt13h7492rF96nAoxHq1ZyCUk0GBJoxGVRFIWjuSXsTD0dYJIy9fx3kl4fdy3XdIzkpm7R9G4aJKOT1FJhgGPxkLwCEpdZlyoA6HATXPOWXbXKWBQLSXlJbMncwqaMTezI2kGpqbTafaN9o2kT1IZWQa1oE9iG1kGtifSJdKrWCMVkomTDBgoXLaJo5SqUysV3NRp8+vZFN3o0flcNRuPlnBP4CXEhEmjERblQ60ulRjpPujYJpFvjQLo1DqBdI388XJ1/4jW7VJQJB1dA8nI4/C9UlJx+zScURrwL7UaqV98piqJwVH+ULRlbrKOPMrdQaCysso+H1oOWAS1pHWRteWkT1IaWAS3xdfdVqeq6Z0hKpnDRIgqX/l5lTSP3Fs0JGD0a/+tH4hYepmKFQtgHCTQNzMliIwnpBZSVWzBUmDGYzJSVmzGaLJSVmzFUmCmrMGOoOPW67bkZvcHEkZzis1pf3F01dIzS0a1xAN0aB9K1cSAROscdHeLwLBbI2GUNMMl/WR+fyTcCWg2HVldDs4Hgrt5lvxPFJ9icsdk2fDq7rOrlI29Xb3pE9KB3RG96RfaiRUALXDXO/8+WKS8P/dKlFCxahHH/Adt2bUAA/tddh270aDzbt3OqFighLpfz/8sgbDYePsn987ZRZDj35Fk1ERXgRdfGAXSV1hf7YSyCI6utAebg31CcVfX1qO7Qcrg1yER2hnr+IjRZTBQaCyk0FpKUn2QLMWlFaVX2c9e40zWsK70irSOP2gW3w03TcDqLl+3bR+4nn1C8es3pSe7c3PAbNBDdqFH4DhiAi6xpJES1JNA0EL8nnGDK/ATKzRZigryI1Hnh6abFy01z6l6Lp5sWDzeN7bH13vq6p5sWb3ctrcL9CPeX1hdVWSxQkAKZeyFzD6RvhWPrwXx6QkLcfaH5ldZWmBZDwS+89n69YiG7NJuThpMUGgopMBZQYCywBpbyM56feq3QWEhRRVG176V10dIhpAO9InoRFxlH57DODr/u0aUwHjxIzoezKPr7b9s2zw4d0I0ejf+Ia3ENDFSxOiEcgwSaBuCLdUd4bZm12frajhG8O7YLnm7SouIQyksh+wBk7bGGl8y9kLUPyqsJCIGx0OoaaDUMmvQD18sPBgaTgUMFh0jMSyQpL4nk/GSS8pMoObMfzkXwc/cj2jeanhE9bXO/+Lg13JFu5ceOkfPRbPRLl4KigIsL/tddR8j99+HRsqXa5QnhUCTQODGLReG1ZQf4av1RAO7sG8vz17VDKyOM7I+iWC8TZe45fcvaCycPgWI5e3+tB4S1gfCOENERmg+GkJaXfClJURRyy3KtwSU/ieS8ZBLzEzmmP4almt/vqnElyCMInaeOAI8AAjwC0Hmc/7G/uz/aBrAid01UZGSQ+/EnFCxcCGbrZH9+Q4cS8sjDeLZqpXJ1QjgmCTROylBhZsovCSzbbV0l95lr23Bf/2bSibA+KIq1T0tZHpTmnbrP/8/z/97nV9/qAtb5YSI6nr6Fd7CGl2pWcbYoFgwmAwazAaPJSJm5DKPJiMFssG43GTCajZSZyjCajRwvPm6bkC7PkFftrw/yDLLN59IqsBVtgtoQq4ttUH1baospN5fcTz+j4KefbMsQ+PTvT+hjj+HVob3K1Qnh2CTQOKHC0grum7eNLUfzcNO68PaYzozqEqV2Wc4taz9s+tjaIbf0JFjOHsp+QS4aCG4JER1OBZeO1se+4VVaXorLi9mbvZ2E7AQSchJIzk+m1FSKwWSg4lJ+7ykaFw2x/rG0Dmxtnc8lqA2tA1sT4hUiQfgymQsKOPnll+R99z1KWRkA3j17Evr4Y3h3765ydUI4Bwk0TuZEQRl3fr2F5Kxi/Dxc+XR8d/q2cPyFBe2SosDhlbBxNhxedfbrrl7gHQReQeAdCF6Bpx4HVX/v3wjcvf/zKxRS9Ckk5CTYbofyD6GgnP37/sNd446nqyeeWk88XT3xcPXAS+uFh6uHbVuwZ7A1uAS1pnlAc7xcZVK22mQuLibv22/J+/obLMXWBVg9O3Ui9LFH8enbV4KiELVIAo0TSczUc+dXW8nUGwj39+Cbu3rRNlJWq651FQbY/bO1RSYn0brNRQNtr4ee90JQc2tIcbv4cFBcXsye3D228LI7Zzf6cv1Z+0X5RtEptBOdQzvTPrg9Og/d6eCi9cDT1RONi0x5X98UsxmzXo+5oIDiVf9y8vPPMRcUAODRujWhjz2K75VXSpARog5IoHESGw7n8sDc7RQZTbQM8+Wbu3sRFSD/265Vxdmw9UvY+gWUnpqx1d0Puo2H3g9YRxldgKIo6Mv1ZJZkklWaRWZJpu3x/pP7OVxw+KzWFw+tB+2D29M5tLP1FtaZEC9pdasPprw8TNnZmAsKqt7yC87eVlCAWa+3ttydwT02ltBHH8Hv6qtlXSUh6pAEGiewJOEEU+bvosKs0Cs2iM8n9EDnLR02a03Wftg0G3b/AuZT6+foYqD3JGuY8dTZdi00FlYbVrJKsqz3pVmUmcrO++vObH3pEtqFVoGtcKumA7CofeaCAkq2bKF00yZKNm2m/MiRS3ofjY8PblFRBE2ciG7USFxc5Z9aIeqa/C1zYIqi8MW6o7z+h8wxU+sUBQ6ttAaZM/vHRPWAvg9Dm+tBa/3rc7TwKCtSVrD82HIO5h+s0dsHegQS7hNOhHeE9d4ngqb+TaX1pZ5ZSkoo3b6dkk2bKdm0EeOBxKotLC4uaIOD0Qbo0OoC0AYEWB8HBFS5uZ75XKeT2XyFUIEEGgdlsSi8umw/X69PAeCufrE8P6KdrGJ9uQx62PsrbJ5zdv+YPg9DTC/g/CEm0COQCJ8Iwr3DbWEl3Pv0fZh3GJ6uMtuyGizl5ZTt3EXpZmsLTNnu3aeXGDjFvUVzfOL64BPXG++ePdHqdOd4NyGEPZFA44AMFWamzE9g2R7rHDPPXtuWe/s3lY6Gl8pihiP/QsJPcGApVF4ScveDbhOg9/0QGGsNMQmfnhViXF1ciWsUx7AmwxjceDA6D/kCVJuiKFiKiqjIzMSUmYnhQCKlmzdRun0HitFYZV+36Gi843pbQ0zvXriGhqpUtRDickigcTDlJguTv9vOv0k5MsfM5cpOhIQfYPd8KMo4vT2kFXSbCN3Gc9SYx4qU5SxfJyHGXvw3rJy+z8KUmXHqPhNLaWm1P68NDcGnd5y1BSYuDvfo6Ho+AiFEXZBA40AqzBYe+XEH/ybl4Omm4cuJPeknc8xcnJKTsHcBJPwIJ3ae3u4VCB1uprzTzRz1CWR12mqWr7hLQswlUsrLqcjOOR0wsjKpyMjElJWJ+dR8LBfNbMGUm3vesPJf2oAAXCMicI+Jwbt3b3zieuPevLm0ZgrhhCTQOAizReGJ+Qks35eFu1bDZ+N7SJipKVM5HFxhDTHJyzFbKshw1XLM24eURh1IDY7lmBZSivaS8e/fVdYukhBzNltYOSOknHlfkZWJOffkWcOXa1tlWHGLiMA1Ihy3iMhT96e2hYej8ZKpC4RoKCTQOACLReH/ft3N7wkncNW48PHt3RjQSq7zn49isXAyZQ3Hdn/PsdQ1pCjlHHNz5VhkMKlu7lRU/gfdnAHZGVV+1sfNh65hXRtkiKnNsOLi5nZG4DgdPLT+uktbRNMFXINDcIsIxzUiAo2ndKwWQpwmgcbOKYrCC0v2smB7OhoX+PC2rgxpF652WfbDUAgnD2PISWRfxlZ25yeRYMgkASO52lOTmOk8gapffm4aNxr7NaaJfxOa6JoQ6x9rfezfhGDPYKe6JGExGqufEK6wEFNOTq2GFbfISFzDra0k2qAgpzqPQgj7JoHGjimKwmvLDvDdplRcXODdsV24tmOk2mXVvwoD5B+Fk4fg5GGU3IOcyEsmoTiVBIwkeLqT5O6OqfLLUwugwUVRaKTxJFbXlCbhXWiia2oNLromRHhHoNU45nw9ismEKSfH1hnWlJ2NKT/fFlKsgaXQFlwqF0OsKRd3d2tICQ+vPqxERqINDJSwIoSwKxJo7Ng7K5L5Mv4oAG/e2JHRXRvQaCZzBez6ATbOxnDyIPvc3UjwdCfBw4PdHh7kumpB5w6cnsAsxMWdzt6RdA5qR+eovrRrciWeno51uei/YeW/I3cqMjMx5eSAxXLhNzuTVotWV82EcMFB1tAiYUUI4eAk0Nipj1Yd5KN/DwHwyqj23NKzscoV1ROLGcueBRxY9wZrTPnEe3lyoEnU6daXU1zR0MY/ls7h3ekU0YPOYZ1p5NNIlS9iRVEwFxRgysjAdPIklrIyFIMBi8Fw6t6IYig7773FUIb5ZF7Nw4qrK65hodaOsGFhuAYFnhVWzrxpfH1lHSEhhFOTQGOHvlh3hLdXJAPwzLVtmNAnVt2C6kFpeQkbt37I2gPzWetiJNdPC5xuXQnxCjm9OGNoZ9oFt6uX2XbPDCsVmVlUZGZgOmMYckVWJqbMrLMma7ssZ4QVawfYSFtHWOvonQhcQ4Jx0TrmJTMhhKgLEmjszLyNKby2zLo20xNDW3H/gOYqV1R30orSWJu2lrUHf2NrfpJ15JEbgBZvF1f6Rl3BgMaD6R3Zm0ifyFppfVEUBUtJafUrJZ9xM2VnX3RY0QYH4xoaisbLC42XJy4enjW/9/RAGxgoYUUIIS6RBBo7Mn9rGs8v3gfAg4Oa88jgFipXVLtMFhO7snex9vha1qat5XDh4dMvukC0ycyggDYM6P4g3WMG4K49/wJ/SkWFtRNsYeH5A0p+AebCAkynOstSUXHRtWuDg62dZCMjT91HnJ7vJCIC17AwNB4eF/2+QgghaocEGjuxeNdx/m/hbgDu7teUqcNb21XHzEJjIYsOLaK44tJmeT2mP8b64+vRl+tt27SKQjeDkQHGCga0GEnTgc/j4mudX0epqKA0YSel27dhysquNqhYLnXGWawjebT/WSG5SmfZsFAJK0II4UAk0NiBP/dk8MT8BBQFbu/dmOeva2tXYWZ12mpe3vgyuWW5l/1eOrT0L9YzsLSMvgYT/l3Hw4AnUXwjMCYmUrJpKSWbN1G2dVuNp7fX6HRoA3RodQHW+/+O5Kmmk6yLl5ddnWMhhBCXRwKNylYlZvHoTzsxWxRu7h7Nq6M62M0XbaGxkDe3vMnSI0sBiPUMIc636SW8k4Ku4Dj9UnfSyViO1kWD0ulWypveTv6BNEqem0Hp5s2YCwur/JQ2IADv3r1xj42tdsixNjAArb+/9DcRQgghgUZN6w7mMOm7HVSYFa7v3IgZN3VCo7GPMLM69V9e3vACucYCNApM1BfxYEoansqOS37PihINRa5XUFrahJL392PKuq/K6xpvb7x79sQ7Lg6fPnF4tGolQ42FEELUiAQaFWQXGXjv74P8vDUViwLD24fz7tjOaNUOMxVlFB5czpu7P2ap0bq+UWx5Ba+l5hFzWEtOXgwWzt9R95xvXWSh4qQBOHLqZu3H4tWtGz5xvfHu3RuvDh1wcXOrpYMRQgjRkEigqUel5Sa+WHeUOWsOU1puBmBUl0bMvLkTblqVWiL0JyB5OSQvZ/WJDbwc6Euuq5agIguPJBjpfkyHIc2FLAXAdOp2ibRavDp0wLtPHD5xcXh16SILDAohhKgVEmjqgdmi8OuOdN5ZkUSW3jqnSedoHc+OaEevpkH1W4zFAid2QPJf1lvmHgo1Gt4MDiTey5/euxSuTFJommbBRXHDgLVjrmfnTvgPG4ZreMQl/Vqtvx9e3bqh9fWtzaMRQgghAAk0dS7+YC6v/3GAAxnW4cpRAV783zVtuK5jZP30lykrgOPbIG0rpG+B9O1gPN35dq3izaqcYHqsM3NHmpkz24k8O3fC/+pr8B8+DLdGjeq+ViGEEOISSaCpI0mZRUz/8wCrk3IA8PN05ZHBLZjQJxZPtzoalWOxQG6yNbikbYH0rZCTBChVdqsw68gpaU3SgXzCjpZwC2bba16dO+N39dUSYoQQQjgUCTS1zNrhN5mft6ZhUcBV48L4Pk14dHBLAn0urUPtOZ1qfbEc3oj50GbMKXsxF5VgLtdgNmpO3fthxh8TOsxmD8wGKD+RhYuSTuXFo/wWYTS/YTxB11wrIUYIIYRDclEURbnwbo5Pr9ej0+koLCzE39+/1t4396nb0W9IAMBkUTBbLLb2EK2LC65aF1yog0tLFgvmMhPmcg2K+eLfP7kRJHcNYdhdL9G5w1W1X58QQghRC2r6/e1wLTQJCQm8+OKL6HQ6oqKieP3111WdiG5fxhHCcs1VtlVWY0GhnLrMi6cvXZk0UOwFRaduxV4up+6h6D+PcwI1jIy7k0e7PISHVqb0F0II4fgcKtAYDAZGjBjBggULiIuLY9iwYcyZM4fJkyerVtM3nRpjbK6/8I51oMTzdFApcwdXjRs6Dx0BHgFV7oM9Amh26nmARwAtA1vS2L+xKjULIYQQdcGhAs28efPIycmhV69eAAwYMICZM2cyadKks1ppjEYjRqPR9lyvr5vQ0bn3/Xy5eSvD20fQv1UIbvU0s62Liwv+7v5VwouPm4/dLJsghBBC1CeHCjQbN24kODgYzanQEBoaSkpKCsnJybRu3brKvtOnT+fll1+u85oeuWIwE7v3r/0Ov0IIIYSoMYdaKCcjIwNX19MZzN3dGiLy8vLO2nfatGkUFhbabmlpaXVSk1bjImFGCCGEUJlDtdBERESwdetW2/Py8nIAoqKiztrXw8MDDw/p8CqEEEI0BA7VQtOnTx8KCgowGAwA5ObmEhMTQ3R0tMqVCSGEEEJNDhVoJkyYQKNGjVizZg0A8fHxTJ061danRgghhBANk8NNrHfw4EGmTJlCaGgogYGBvPXWWzUa2VNXE+sJIYQQou447cR6LVu2ZMmSJWqXIYQQQgg7ItdqhBBCCOHwJNAIIYQQwuFJoBFCCCGEw5NAI4QQQgiHJ4FGCCGEEA5PAo0QQgghHJ4EGiGEEEI4PAk0QgghhHB4Djex3qWqnBBZr9erXIkQQgghaqrye/tCCxs0mEBTVFQEQExMjMqVCCGEEOJiFRUVodPpzvm6w63ldKksFgsnTpzAz8+vRms/1ZRerycmJoa0tDRZI+oc5BxdmJyjC5NzdH5yfi5MztGF2eM5UhSFoqIiGjVqdN7FqBtMC41GoyE6OrrO3t/f399u/vDtlZyjC5NzdGFyjs5Pzs+FyTm6MHs7R+drmakknYKFEEII4fAk0AghhBDC4UmguUweHh68+OKLeHh4qF2K3ZJzdGFyji5MztH5yfm5MDlHF+bI56jBdAoWQgghhPOSFhohhBBCODwJNEIIIYRweBJohBBCCOHwJNAIu2E2m1m2bBmLFy9WuxThwHbs2MFHH32kdhnCgclnyDFJoBGXZf/+/XTo0IGUlBQAcnNzuf322/nqq68YO3YsSUlJtn3fe+89/u///o+pU6fy6aefVnmf5ORkevXqRVpaGqNGjarPQ6gzy5cvp127dvj6+jJixAhycnJQFIWnn36aiRMnMnr0aPbs2WPbPyEhgdGjRzNx4kSeeeaZKuuWmM1mXnnlFe655x41DqXO1OY5KikpYezYscyePdupztPFniM4++9lJWf8HNXm+ZHP0Ln3r2TXnyFFnNO+ffuU9u3bK0ePHlUURVFycnKUcePGKV9++aUyZswYJTEx0bbvu+++qzz11FPKk08+qcyZM8e2PS8vTxk3bpxy9913K3fccYeSn59fz0dRN4xGo/L2228ro0aNUgDbORo9erQyZswYRVEU5fXXX1datWqlmEwmZdGiRYpWq1X0er1y/PhxBVDWrVunKIqiZGRkKBEREcqHH36o1uHUuszMTOXWW29VEhMTlUWLFinu7u7K5MmTlQ8//FAZPny4oiiKsn79eiUmJkYxGo1KWVmZEhUVpWzcuFFRFEUZOnSo8vHHHyuKoijbt29XpkyZogQHBysTJ05U65BqXW2eI7PZrFx11VXKTTfdpFgsFtWOqbZd7Dk6199LRXHOz1Ftnh/5DFnP0bn2VxT7/wxJoKlGbX5Z33jjjcr06dNtPzN27FhVjqm25efnK0eOHFG+/vpr2zkqKytTtFqt8swzzyiKoihfffWVAijx8fHKuHHjlEaNGimKoigWi0UBlHvvvVdRFEW56667lNatWzvVPyLLly9X0tPTbc979+6tjB49WomOjlZee+01RVGs/4C6u7srX3/9tfLZZ58p7u7uitlsVhRFUV599VUlNjZWsVgsys6dOxWLxaI0adLELv8RuVS1eY6+/fZbRaPRKGlpaaocS1252HNU3d/LSs74OarN8yOfIes5qm7/G2+8UVEU+/8MySWnapSWlnLjjTcyevRo2zaDwcDvv/9Oy5YtAYiMjCQ5OZlNmzYxf/58wsPD8fPzIzIyEoBvv/2W5ORkfvvtN/r37w/AgAEDWLBgAYcPH673Y6ptAQEBNG3atMo2o9GI2WymrKwMOL3Ue0pKCqWlpdVuNxqN/PTTT4wYMYLPPvuMu+++m2XLltXjkdSNYcOGERUVBYDJZCI1NZUbbriB9PR0QkNDAev6YkFBQSxfvpyNGzcSHBxsW3gtNDSUlJQUkpOT6dKlS60uqGovavMcffPNN3Tp0oV9+/YxefJkPvzwQywWi2rHVlsu9hxV9/eykjN+jmrz/MhnyHqOqtt/zJgxgP1/hhrM4pQXIyAggICAANasWWPbdilf1ps2bUJRFNuHJjQ0FIvFwj///EPz5s3r85DqhU6no2/fvvz999+YzWby8vIA8PX15dprr2XRokVs2bKFZs2a2bYnJiZSVlZGs2bNeOCBB2jUqBEjR45k165ddOzYUc3DqTWvvfYaY8aMoXXr1gC4up7+a+fu7k5eXh4ajeas7YDtHDq7yz1HO3fuZMiQIQwfPpyuXbvSpEkTtFotDz30UP0eSB2qyTlqyC73/Mhn6OxzVLn/rbfeWq91XippoamhC31Z5+fns2XLlirbMzIygNMfmobwJbVw4UKGDBnCjBkzSE9Px8XFhd69e3PvvffyySef8NVXXxEfHw9Anz59bEHQy8sLgKuuusoW+pzBt99+i5+fHx988AERERGAtQWwUnl5OVFRUURERJy1HbD9T8mZ1cY5Kisrs32GwsLC6NixIytWrKjHo6hbNT1HDVVtnB/5DFU9R2fu7yikheYiLFy4kDfffJMZM2aQnZ1t+7IODw/HbDbz1VdfcfXVVwPWL+vw8HDg9IemIXxJhYeH89577wHQvn17Ro4cafvLM2nSJADeeustPD09mTBhgq1JV6/XA6dbuAICAuq58tq3ZMkSvLy8mDJlCgDx8fFERETYgq7FYiEvL48+ffqgKArz5s3DYDDg6elJbm4uMTExREdHq3kIda62zlHjxo1tnyGwfo6c4TMEF3eOGqLaOj/yGTp9jv67/48//sjNN9+Mm5ubOgdQU2p13nEE1XUcq9SuXTtl1KhRZ22fOXOm4unpqWRkZCiJiYmKi4uLsmLFCkVRFCU+Pl5xcXFRkpKS6rjy+nOuc/TPP/8oAQEBypEjR6psLykpUVq3bq289957tm0DBgxQbrrpJkVRFGXz5s2Kv7+/cuLEibouvU6lp6cr/fr1U2bNmqXMmjVLee+995TWrVsrs2fPVuLi4hRFUZRNmzYpjRo1UsrKypSysjIlJiZG+euvvxRFUZSrr776rFFf9toR71LV5jl64YUXlMjISKW8vFwxGo2KTqdTli1bptqx1ZaLPUeVzvdvlzN9jmrz/MhnyHqOzrX/mez1MySB5jxq48t6zJgxytNPP60oiqK8+eabtt7izuDXX39VevfurQDKHXfcoezbt09RFEVJTExU+vTpo2zdurXK/gaDQZkwYYLyxhtvVNmenp6uDB48WHn66aeV2267TVm7dm29HUNdmTlzpgJUucXExCiKoigvvfSSMn78eGXUqFHKjh07bD+TnJysXH/99crdd9+tTJkyxTbqKysrS3n66acVrVarREdH24YqO7raPEdGo1G57777lIkTJyoPPPBAgz5H5/p76Yyfo9o8P/IZ2nHB/e39MySrbZ/DwoULmTlzJps3b+aOO+5g2rRptGvXjqSkJO666y4+/PBDevToYdvfaDRy//3306ZNG6ZNm2bbXlpayv3334+3tzdFRUXMnj2boKAgNQ6pXhw6dIgNGzYwZswY2/XoSp999hmDBw+mRYsWKlUnhBDCWUmguQjyZS2EEELYJwk0QgghhHB4MmxbCCGEEA5PAo0QQgghHJ4EGiGEEEI4PAk0QgghhHB4EmiEEEII4fAk0AghhBDC4UmgEULYrTFjxjBixAiWLVumdilCCDsngUYIYbc2btzI2rVr0el0Z702f/58pkyZwplTaaWnpxMaGsqNN95IRkYGa9eu5euvvyY3N5d33nmHTz75pD7LF0LUI1ltWwhhl7Zu3crx48cJDQ3lueeeO+v1ffv2kZubi6urKzNmzACss3nn5ubSpEkTIiMjefbZZ/n6669ZuHAhoaGhMpO3EE5MAo0Qwi599dVXdOvWjfXr1+Pp6clPP/3EbbfdxocffsgjjzxS7c9s2LCBwMBAnn/+eQBWr17N0KFDueGGG0hMTOT111+nb9++9XkYQoh6IpechBB25/Dhw/z666+89NJLeHp6Vnmtch21iRMnsmvXriqv/fHHHwwaNIigoCDi4+M5fvw47777LgBt2rRh9+7dfPrpp/VyDEKI+iWBRghhV8rLy3njjTf4+eefGTlyJG3atGHQoEG88sorALz11lv07duXuXPnMnToUDIyMgBISEhg/fr1lJSU2PabN28eHTp0sL3vrbfeyqRJk5g0aRKZmZnqHKAQok5IoBFC2JXU1FQ+/PBDWrZsCcBNN93E6tWreeGFFwCYOnUqGzZsQFEUcnJyiIyMBOCXX36hcePGuLm5sXjxYgA+/vhjBg0axKBBg+jZsyfP/H9798rTSBTGYfxpGgRBQBA1NKiS1vAZIDRTVYOowdQ0KCymtgI0CaK+CQ1i+hXANxWtajCEgCkXgQAS2rKCbHc3dLNrehny/MxccnLyHvfPzHtmymUAzs7OaLfbM1idpEkx0EiaK6lUiqWlpdH1wsLCX8fe3NzQ7/dpNpvs7++zuLjI09MT6XSaer1OEARcXl5yfHzM+fk5ALu7uzQaDXK53MTXIml6bAqWNFcGgwHxePyf497e3shms2xsbBCG4ajXZnV1lUwmA8Dr6yvw2T9ze3sLQDKZZGdnZ0LVS5oVA42kuRKGIScnJ8Tjcba2tri4uGB7e5terwd89sbUajUA1tbWeHl5IQxD9vb2vsx1f39PIpFgZWWFbrcL/GoqlvS9GGgkzZVCoUChUPhy/+e27cPDQ0ql0n/N1el0CIIAgMfHR4CxH+mTFH0GGknfRr/fH51fX1/TarWoVCqUy2UajQYA6+vrsypP0gTZFCwpEobD4R/HcWKxGKlUivf3dw4ODqhWq2SzWYrFInd3dwRBQD6fn1bJkqbIJzSSImN5eXm0TXucq6srHh4eOD095ejoiM3NTQDS6TTPz8/TKlPSDMQ+fv+zmyRJUgT5ykmSJEWegUaSJEWegUaSJEWegUaSJEWegUaSJEWegUaSJEWegUaSJEWegUaSJEXeD1/hYIMzf8xCAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "loc_list = ['上海','浙江','山东','福建']\n",
    "df_locs = pd.DataFrame()\n",
    "for _, name in enumerate(loc_list):\n",
    "    dat = df_basic[df_basic['area']==name].groupby('list_year')['industry'].count().sort_index().cumsum()\n",
    "    dat_ = pd.DataFrame({name:dat.values}, index=dat.index)\n",
    "    if df_locs.size == 0:\n",
    "        df_locs = dat_.reset_index()\n",
    "    else:\n",
    "        df_locs = pd.merge(df_locs, dat_.reset_index(), on='list_year', how ='outer')\n",
    "\n",
    "df_locs = df_locs.set_index('list_year').sort_index()\n",
    "\n",
    "# 作图\n",
    "df_locs.fillna(method='bfill').plot(xlabel='年份', ylabel='上市公司数量')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "areas = ['北京', '江苏', '上海', '浙江', '山东']\n",
    "df_select = df_basic[df_basic['area'].isin(areas)]\n",
    "names = ['银行','软件','医疗','电气']\n",
    "\n",
    "c = (\n",
    "    Bar()\n",
    "    .add_xaxis(areas)\n",
    "    .add_yaxis(names[0], df_select[df_select['industry'].str.contains(names[0], na=False)].groupby('area')['name'].count().sort_values(ascending=False).tolist())\n",
    "    .add_yaxis(names[1], df_select[df_select['industry'].str.contains(names[1], na=False)].groupby('area')['name'].count().sort_values(ascending=False).tolist())\n",
    "    .add_yaxis(names[2], df_select[df_select['industry'].str.contains(names[2], na=False)].groupby('area')['name'].count().sort_values(ascending=False).tolist())\n",
    "    .add_yaxis(names[3], df_select[df_select['industry'].str.contains(names[3], na=False)].groupby('area')['name'].count().sort_values(ascending=False).tolist())\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"地区间不同行业的上市公司的数量分布\"))\n",
    "    .render(\"bar_base.html\")\n",
    ")"
   ]
  }
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